{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Thermal Conductivity from EMD\n",
    "## Introduction\n",
    "In this example, we use the EMD (Green-Kubo) method to calculate the lattice thermal conductivity of graphene at 300 K and zero pressure."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Importing Relevant Functions\n",
    "The inputs/outputs for GPUMD are processed using the [Atomic Simulation Environment (ASE)](https://wiki.fysik.dtu.dk/ase/) package."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pylab import *\n",
    "from ase.build import graphene_nanoribbon\n",
    "from ase.io import write"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Preparing the Inputs\n",
    "The model.xyz file used is the same as in density of states tutorial.\n",
    "We use a Tersoff potential [[Tersoff 1989]](https://doi.org/10.1103/PhysRevB.39.5566) parameterized by Lindsay *et al.* [[Lindsay 2010]](https://journals.aps.org/prb/abstract/10.1103/PhysRevB.81.205441).\n",
    "Note that the thickness of the graphene sheet is set to 3.35 $\\mathring A$ according to the convention in the literature. This thickness is needed to calculate an effective 3D thermal conductivity for a 2D material.\n",
    "\n",
    "### Generate the [model.xyz](https://gpumd.org/gpumd/input_files/model_xyz.html) file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Atoms(symbols='C8640', pbc=[True, True, False], cell=[149.64918977395098, 155.52, 3.35])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gnr = graphene_nanoribbon(60, 36, type='armchair', sheet=True, vacuum=3.35/2, C_C=1.44)\n",
    "gnr.euler_rotate(theta=90)\n",
    "l = gnr.cell.lengths()\n",
    "gnr.cell = gnr.cell.new((l[0], l[2], l[1]))\n",
    "l = l[2]\n",
    "gnr.center()\n",
    "gnr.pbc = [True, True, False]\n",
    "gnr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "write(\"model.xyz\", gnr)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- The first few lines of the [model.xyz](https://gpumd.org/gpumd/input_files/model_xyz.html) file are:\n",
    "```\n",
    "8640\n",
    "Lattice=\"149.64918977395098 0.0 0.0 0.0 155.52 0.0 0.0 0.0 3.35\" Properties=species:S:1:pos:R:3 pbc=\"T T F\"\n",
    "C      147.77857490       0.72000000       1.67500000\n",
    "C      149.02565148       1.44000000       1.67500000\n",
    "C      149.02565148       2.88000000       1.67500000\n",
    "C      147.77857490       3.60000000       1.67500000\n",
    "```\n",
    "\n",
    "- Explanations for the first line:\n",
    "  - The first number states that the number of particles is 8640.\n",
    "\n",
    "- Explanations for the second line:\n",
    "   - This line consists of a number of keyword=value pairs separated by spaces. Spaces before and after = are allowed. All the characters are case-insensitive.\n",
    "   - lattice=\"ax ay az bx by bz cx cy cz\" gives the box vectors.\n",
    "   - properties=property_name:data_type:number_of_columns. We only read the following items:\n",
    "        - species:S:1 atom type (Mandatory)\n",
    "        - pos:R:3 position vector (Mandatory)\n",
    "        - mass:R:1 mass (Optional: default mass values will be used when this is missing), not included here.\n",
    "        - vel:R:3 velocity vector (Optional), not included here.\n",
    "        - group:I:number_of_grouping_methods grouping methods (Optional), not included here.\n",
    "   -  pbc=\"pbc_a pbc_b pbc_c\", where pbc_a, pbc_b, and pbc_c can only be T or F, which means box is periodic or non-periodic (free, or open) in the a, b, and c directions. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The `run.in` file\n",
    "The [run.in input file](https://gpumd.org/gpumd/input_files/run_in.html) is given below:<br>\n",
    "```\n",
    "potential   ../../../potentials/tersoff/Graphene_Lindsay_2010_modified.txt\n",
    "velocity    300\n",
    "\n",
    "ensemble    npt_ber 300 300 100 0 0 0 53.4059 53.4059 53.4059 2000\n",
    "time_step   1     \n",
    "dump_thermo 100     \n",
    "run         1000000\n",
    "\n",
    "ensemble    nve\n",
    "compute_hac 20 50000 10\n",
    "run         10000000\n",
    "```\n",
    "The first line uses the [potential](https://gpumd.org/gpumd/input_parameters/potential.html) keyword to define the potential to be used, which is specified in the file [Graphene_Lindsay_2010_modified.txt](https://github.com/brucefan1983/GPUMD/blob/master/potentials/tersoff/Graphene_Lindsay_2010_modified.txt).\n",
    "\n",
    "The second line uses the [velocity](https://gpumd.org/gpumd/input_parameters/velocity.html) keyword and sets the velocities to be initialized with a temperature of 300 K. \n",
    "\n",
    "There are two runs.\n",
    " - The first [run](https://gpumd.org/gpumd/input_parameters/run.html) serves as the equilibration stage, where the NPT [ensemble](https://gpumd.org/gpumd/input_parameters/ensemble.html) (the Berendsen barostat) is used. The temperature is 300 K and the pressures are zero in all the directions. The coupling constants are 100 and 2000 time steps for the thermostat and the barostat (The elastic constant, or inverse compressibility parameter needed in the barostat is estimated to be 53.4059 GPa; this only needs to be correct up to the order of magnitude.), respectively. The [time_step](https://gpumd.org/gpumd/input_parameters/time_step.html) for integration is 1 fs. There are $10^6$ steps (1 ns) for this [run](https://gpumd.org/gpumd/input_parameters/run.html) and the thermodynamic quantities will be output every 1000 steps.\n",
    " - The second [run](https://gpumd.org/gpumd/input_parameters/run.html) is for production. Here, the NVE [ensemble](https://gpumd.org/gpumd/input_parameters/ensemble.html) is used. The line with the [compute_hac](https://gpumd.org/gpumd/input_parameters/compute_hac.html) keyword means that heat currents will be recorded every 20 steps (20 fs), 50000 HAC data (the maximum correlation time is then about 1 ns) will be calculated, and the HAC are averaged for every 10 data points before written out. The production time is 10 ns ($10^7$ steps), which is 10 times as long as the maximum correlation time. This is a reasonable choice."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Results\n",
    "### Computation Time\n",
    "The results below are from three independent runs, which took about 2.5 hours in total using a GeForce RTX 2080 Ti GPU."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Figure Properties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "aw = 2\n",
    "fs = 16\n",
    "font = {'size'   : fs}\n",
    "matplotlib.rc('font', **font)\n",
    "matplotlib.rc('axes' , linewidth=aw)\n",
    "\n",
    "def set_fig_properties(ax_list):\n",
    "    tl = 8\n",
    "    tw = 2\n",
    "    tlm = 4\n",
    "    \n",
    "    for ax in ax_list:\n",
    "        ax.tick_params(which='major', length=tl, width=tw)\n",
    "        ax.tick_params(which='minor', length=tlm, width=tw)\n",
    "        ax.tick_params(which='both', axis='both', direction='in', right=True, top=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot HAC (heat current autocorrelations) & RTC (running thermal conductivity)\n",
    "The [hac.out](https://gpumd.org/gpumd/output_files/hac_out.html) output file is loaded and processed to create the following figure."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Runs: ['run0', 'run1', 'run2']\n",
      "Run Data: ['t', 'jxijx', 'jxojx', 'jyijy', 'jyojy', 'jzjz', 'kxi', 'kxo', 'kyi', 'kyo', 'kz']\n"
     ]
    }
   ],
   "source": [
    "num_corr_points = [50000]*3\n",
    "output_interval = [10]*3\n",
    "npoints = [int(x / y) for x, y in zip(num_corr_points, output_interval)]\n",
    "\n",
    "labels = ['t', 'jxijx', 'jxojx', 'jyijy', 'jyojy', 'jzjz',\n",
    "              'kxi', 'kxo', 'kyi', 'kyo', 'kz']\n",
    "hac_array = np.loadtxt(\"hac.out\")\n",
    "\n",
    "start = 0\n",
    "hac = dict()\n",
    "for run_num, varlen in enumerate(npoints):\n",
    "    end = start + varlen\n",
    "    run = dict()\n",
    "    for label_num, label in enumerate(labels):\n",
    "        run[label] = hac_array[:,label_num][start:end]\n",
    "    start = end\n",
    "    hac[f\"run{run_num}\"] = run\n",
    "    \n",
    "print(\"Runs:\", list(hac.keys()))\n",
    "print(\"Run Data:\", list(hac['run0'].keys()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = hac['run0']['t']\n",
    "hac_ave_i = np.zeros(hac['run0']['jxijx'].shape[0])\n",
    "hac_ave_o = np.zeros_like(hac_ave_i)\n",
    "ki_ave, ko_ave = np.zeros_like(hac_ave_i), np.zeros_like(hac_ave_o)\n",
    "for runkey in hac.keys():\n",
    "    hac_ave_i += hac[runkey]['jxijx']+hac[runkey]['jyijy']\n",
    "    hac_ave_o += hac[runkey]['jxojx']+hac[runkey]['jyojy']\n",
    "    ki_ave += (hac[runkey]['kxi']+hac[runkey]['kyi'])\n",
    "    ko_ave += (hac[runkey]['kxo']+hac[runkey]['kyo'])\n",
    "hac_ave_i /= hac_ave_i.max()\n",
    "hac_ave_o /= hac_ave_o.max()\n",
    "ki_ave /= 6.\n",
    "ko_ave /= 6."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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uu+7i6KOP5txzz+1yP4GBgbS2tqKqKhpN73m/4ODgQe2LIIQQQvRVU1MTjY2Nva7ncDhQFIWAgACam5uHIDLRlfj4eO69917OP/98xo8fT0BAANu3b+eRRx7hyy+/5LrrriMyMtLjAVj74fvh4eFd7te1vP26DQ0N7sbavW3ncDgwmUxERkZ2Wkeuk4QQQoxkI/1aSZJJ/eS6GOru4qf9a+0vnIKDg/nuu++49dZbueSSS9DpdCxZsoRnnnmm2wsg1wUS0KfZTBoaGmhoaOjzexFCCCGGA1VVaW1t9XUYY9pNN93Uadnxxx/P559/zoUXXsgnn3zCbbfdxpIlS9z9T8xms3tdg8HQ5X79/PwAPH6+/dmu47btyXWSEEKIsWI4XitJMqmfXBdA3V38QNcXTgBpaWmsXr26z8dqP9Ob0S8QFFCc/wEUVABFQT30uXroNdXjtUPLhwFFOfSeDr0vd6NO11tyvjvXF+6oFQXa2tpQHSqKouDv70/7Pn6Kex8Kzc1NOBwqGo1CYGDXTx+bm5txqCoaRcEY2KHZoAotLS04VAcaRSE4KAhFccbV0FCP3W5Hq9EQGRmBgoKiQGVlJQ67HY1WQ3xcHABlZWU4HA40Gg3x8fFH+q0bEG/HMJD99Webvqzb0zoDea2r5aPtZzfQfQ3nn91w/bl5O46R/rMrLS11n8dcD03a3/B3XCazmw5PiqLw+OOP88knn5Cbm8uuXbuYNWsWgMdU364WAB21tbUBEBAQ4F7WcbuuuLbruG177X9npDJpcAyXv62jmXyPB5d8fweffI8Hrj+VSTD8rpUkmdRPrgug7i5+oOsLp4HQaDTuf5jN5ib3clVVcTQ3Y6uowFZZia2yEmtlJbaKSvfXtspKrFVVcKjPgAMFq0aLRaunTavHotG7P7dqdbTp/bGHR2ALi8QWGoY9OAxrUAif/bCeKrMFNSiU8395FW0aLW02B2arvcP/HbS1W+ZabnMM7S989/VifV+nu7n1grtZntzha51GIamtFYe1DY3qIDUlET+dBoNOg59Oi59O0+lrg06Dv15LWICeMKOeUKOBsAA94UYDYUY9gX46VFVFBRyqCio4VNBqFMKNenTazhfRSUlJlJSUEB8fT3FxcS/vuncD2V9/tunLuj2tM5DXulru7e/bQHgzhoHuazj/7Ibrz83bcYyWn11iYmKnn1P7ZVqt1n2uE8PTpEmTiIiIoLa2lgMHDriTSe2rtOvq6rq8ieiqojs0NNR9jdPVTLftt9NoNISEhHS5TvvrJLvdPrA3J3o0XP62jmbyPR5c8v0dfPI9HnzD9VpJkkn91NUQto76MhTuSCiKgjYoCG1QEH7p6d2upzoc2OvrDyeX3MmnKnciylpVib26xlkt1MVkLae3/+IPX6P4+aGLiUEXG4M+JgZddIzz65RYdDHRzmUxMWgOTS9qszsw25yJJrPNwTHH/4zKqhpi4uL44suvsDlU7A4Vm935f6vDgd2uHl7ucGB3qNz6u+XUm0yERUTy0MOPHHrt8LY2hzNx9fzf/0FTcwtBQUHceMMNKAruyiJX9dLfn/8bjY2NBAcFccsttzjXcX5jUYBnnllJY0sbwWGRXHLFlbRa7bRa7Hyzbj1WFQwBQYxLn+Re3thqQWn3D9vmUFH0/mj1zsTjwZqWI/yJ90xRINxoICrIQFSQH1FBfsSH+aNMPAl/wz7wh1aLHa1GwZmOcjJoNTJVqxBCiD7R6/WAcwY3l9TUVPR6PVarlby8vC6TSXl5eQBMnDjRvcxgMJCSkkJBQQF5eXkcd9xx3W7nOoYQQgghhhdJJvWT62KosLAQm83WZRPuri6cjoTD4SApKclj2fLly1m+fHmP2ykaDbqICHQRETBlSrfrqTYbturqLqucvl21ihC7jTiDHyGKgtrWhrWoCGtRET2N2NQEBzuTTO4EUywBMTH8rLmGnOZKDPUOpgWqaENDPRIx3bklbyNNJSWEJiZy7Qlp3a731+s/pq6kBGNiIvd99kyX6/zthk+pLykhMDGRO854vtPrT1/7b/frT376lHt50n3nU37oifr6jtUtpWUkpqSya28WFpuD+cccS2VNHTHxCXy25nParA7a7A7n/23Oqi2LzUGbzfm1xeag1WKnodVKfYuVuhaL+/P6Vgtm6+GhIa7kl0ZRsKsqqgq1zRZqmy3srzhcwaY95gpij3F+PvUPX3V6n2FGPVPigpkaH8LU+BDCjQbsDtVZ+QQkhxtJjwnEaJA/E0II73CVcpeVlbnPa33pdSN8q7q6msrKSgCP6xGdTsfcuXP56aef2LBhAyeccEKnbTds2ADAMccc47H8mGOOoaCggA0bNnDFFVf0eTshhBBCDA9yl9hPc+bMQa/XYzab2bZtG0cffbTH61arlS1btgDevQAqKSnx+NpkMnlt34pOhz4uDv2hfj/t3fPWm+4hCYUHDmCrqnImnSoqnEmnysNfuxJRamsrjsZGLI2NWHJzPfb3QEAApIwDIOe440GjQRsaijY8HG14OLqIcLRh4Z5fh4czSaMBvR5/nMP8hl1FjeoAWxsRgYd6aTVVY60uAT8788Z1N3Cu7+wOZ+crV6VV++V1LRaqm9qobrRQ09xGpamNkvpWXv3wM2x+oejD4lD0nftY1LdY+TGvlh/zans8dmJYAOOjA9EccwUhpfkoOjs/7K8iwmggIshAZKABf732iN+jEGL0a98sueN5TQxfK1euRFVVQkNDWbBggcdrF1xwAT/99BOvv/46t99+++F+iDgfvK1duxaACy+8sNN2H3zwAR9++CFPPPEEwcGHB5M3NjayatUqAC666KLBeltCCCGEOAKSTOqnkJAQTjvtNL788kteeeWVTsmkVatWuaewXbhwodeOm5iY2CmOobB8+XJMJhMhISFo/P0xJCdjSO7YJegwVVVxNDV59m5q18upcMcOdC0t+Fss6C0WcDiw19Vh72HYIMDzxkAY7xzSt2/W7G6TT8+ecSYNqgNtRCRtefnooiLRBAd7JGDav6fe3vORLPcmrabr5JlWo7iHttEhFxhy4GtMpiqCg9u44de/RVVxNy5XVSiqbSGrzERWWSPZ5SZaDg2F0x6qeDpY00x1k4WS+lZK6lvRTDyJ8IknAXD1q5s9jhWg15IcEcDclHDmjgsnNTKQqCADv/nd7ZibGvr0venL97GndQby2lD87AbCm3ENdF/92W6of3bD9ecG8rPr7bVFixaxbt06NBqNuxGyJJV8b+/evTz//PP8+te/Zvr06e7lZrOZlStX8sQTTwBw1113dZqA5Oabb+bJJ58kKyuL5cuX89RTT6HX66mpqeHyyy/HZrNx1llnMW/ePI/tLrzwQqZMmUJ2djbXXnstb775JkajkebmZq699lpqamqYMWMG55133qC/fyGEEEL0n6IOt5bgPnTNNdfwxhtv8PDDD3Pfffd1u96GDRs48cQTURSFt99+m8suuwyAnTt3csYZZ1BRUcETTzzBihUrjiie9o22RmNjSdViwd7QgK3WmUyy1zv/b6urw+5aVleHrb4Oe1099tpa1Hazu/SVYjCgjYpEFxmFLjISXXQU2shDX0c7l2kPfa45NHvbkeqqyexIVNts4UBlEwdrmimua6W4rpVyUys1TRbqWpxD66z2nv+ERAUZSI0MJC0qkNSoQ/+PDGR8dOCwrGgaLT+7sUZ+biPXaD/X+cKGDRs499xz3V83NTXR1taG0Wj0mBxk+/btJCcns2PHDubMmQNAdHQ0KSkpAGRlZdHS4uz7t2zZMl566aUuz5HffvstS5YswWw2u7d3bZuamsqmTZuI66L6ec+ePZx00knU1dURGhrKhAkTOHDgAA0NDURERPDf//6XadOmdfs+5Xdn8Mnf1sEn3+PBJd/fwSff48E3XM93Y7oyqauLLYDHHnuMZ5991r3cdbHlcsIJJ7gTTpdffjn33XcfQUFB7NmzB4fDweLFi7n99tu9FudAeyYNd4rBgC46Gl10dJ/WV1UVtbX1UMKp/lCyqfZwAupQwslWV4u9ugZbTQ2OxkZUiwVbaRm20rK+xRQVhT4lBUNaKn5paRjS0jCkjUefEN+n/k6jSUSggaPTIjg6reuheqqq0tRmc/dr2nqwlh2F9VSYzNQ0WWhss1HdZKG6ycLWg57VZzqNwlFJocxODicyyEBCmD+LJscQZjR0eSwhxMi3cuVKVq5c6bFMeiZ5n9VqpaamptPylpYWd3IIcF+Qpqam8vDDD7Nx40ays7PZt28fFouFmJgYzj77bK6//nrOOOOMbo936qmnsnXrVh555BG+++47du/eTWJiIueffz733XdftxOSzJgxg507d/LQQw/x5Zdfsnv3bqKjo7n44ov5wx/+0OnaRwghhBDDx5hOJvX3Yqu93//+98yaNYtnnnmGjIwMysvLmTlzJtdeey2/+c1vPHoGeMNg9kwaKRRFQTEa0RiN6DsM++uOo60Ne3W1s8F4TY3z/9XV7mST83PnMkdzM6rFgrW0FGtpKS0//uh5fD8/DOPGHUoutU80paFt1+thLFEUhWB/PcH+esZFBvLzabEerzearRRUt5Bf00xBtfMjr7qZgppm6lusbCusZ1thvXt9nUZhWkIIdodKbIg/S46KZ+HkmMO9qIQQI5rJZJJhbUNg4cKF9KfwPCwsrMeK7L6YPn067733Xr+3S05O5qWXXjqiYwshhBBi6I3pZFJ/L7Y6WrJkCUuWLPFiRN3zVc+kkU7j54cmMbFPySeH2YytugZbZQWWgoNY8vOxFOTTlp+P9WAhalsbbfv307Z/f6dtdXFx+E+ejN/kyfhPmUyKoqF8MN7QCBPsr2dmUigzk0I9lquqSnFdKz/l17K/opG6Zgt7Sk1klZnYVdwAwN5SE99lO2cPig/1Z3pCCNMSQpmeEMKxaZGEGmWqaCFGmpCQkE7nM0kuCSGEEEKMPGM6mTTcBQcH09DQQGhoqIw/HQIaf38MSYkYkhIxzp3r8Zpqs2EtLcWS70wuWfILsOTl0VaQj72qGlt5OU3l5TT98AMArwQGYps2nebwcErv/T3+UybjN3kKATNnoDEaffH2hhVFUUiOMJIc4fm9yK1qIreyCb1Ww87iej7fVUZOZRNlDWbKGsyszXIml/x0Gk6bFktMsB8zEkI5a2YcRoN3/pwN5+bOonvycxsZuhqiHRYWRkNDg8dsXkL0hes6SX53Bo/8bR188j0eXPL9HXzyPR58w/V8Jw24hzFpZjYy2Bsbadu/H/O+fbRl76Nt3z7MOTmo7YZKuul0+E+bhnHuXALmzcU4dy66yMihD3oEaTRbySprZG9pA3tLTWwrrCOvqtljHZ1GITrYj+PGR3LRvCTmp0Zg0I2t/lZCjFRyrhMDJb87QgghxoLher6TyiQhjpA2OBjjvHkY2017rDocWIuKMLuSS/v2Yd6zB1tFBeZduzDv2gWvvw6AIS3tUGJpHsZ5c9GnpHhlRrnRIthf79EEXFVVthfVsym3hrpmC99kVXCwpoWyBjP/2l7Cv7aX4KfTkBJh5IQJUVw0L4mp8SFoNfI9FUIIIYQQQghvkMqkYcyVgdRoNMTHx3u8NhpmcxtrVFXFVlpKy7ZttGzNoHVbBm05Bzqtp42OcieWAubOw3/KZBSd5H27o6oqZQ1mCmtb+HR7CWuzKqhusnisE+Kv48wZcSyaHMNx6ZEyY5wQPtLVbG5lZWU4HI5h97RNDH/D9UmtEEII4U3D9Xwnd6gjgMPhkNncRgFFUdAnJhKamEjoL34BgL2+npbt22ndto2WjG2Yd+/GXlVN49df0/j1187tjEaMs2djPPZYAo87Fv9p01C8PFvgSKYoCglhASSEBXDs+EgcDpWDtS3kVDSyKqOYTbk1mMw2PtxazIdbi1EUmJEQygkTojhxYhTzU8Px08n3U4ihILO5CSGEEEKMDpJMGgG6qkySBmejgzYsjOBFiwhetAgAR1sb5j17aMnYRmtGBi3bt+MwmWjeuJHmjRupAjTBwRiPPprAY44h8ITj8UtP9+2bGGY0GoW0qEDSogI5fXocdofKloJavtpTzoYD1eRUNrG7pIHdJQ288EMu4UY9lyxIYVZSKHNSwokL9ff1WxBi1OpqNjdXZZIQQgghhBg5ZJjbMDZcy9nE0FEdDtpyDtCyZQvNP26i5afNOBobPdbxmziRkMWLCVmyGENSko8iHTkqTGY25lbz3xznR1Vjm/s1nUbh/DmJHD8hksUzE6SJtxBDQM51YqDkd0cIIcRYMFzPd5JMGsaG6y+N8B3VbsecmUnzph9p+XETLVu2olqt7tcDZs0iZMkSgk8/HX1sjA8jHRlsdgef7y7jfznV7Ck1kVV2ePhouFHPCROiWDwzntOnx0kDbyEGiZzrxEDJ744QQoixYLie7ySZNIwN118aMXzYTSYav/mGhn//m5afNoNrqIiiEDB7NsGnn07wz3+OISmx5x0JANbvr+KH/VWs3lnqUbEUFWTg59PiOHNGHMenR6LXSsWSEN4i5zoxUPK7I4QQYiwYruc7SSYNYzKbm+gPW1UVpi+/wvT557Tu3Onxmv+0aYQsWULIksXoY6RiqTdWu4MdRfV8m1XJ+1sKqW85XP0VZtRzwZwkLjs6mYmxwT6MUoiRR2ZzE940XC+uhRBCCG8aruc7acA9AshsbqIvdNHRRFx1JRFXXYm1vJzGb9bS+M03tGzdijkzE3NmJpVPPUXgsccSeu45BJ92GprAQF+HPSzptRoWpEawIDWC20+fxKbcGr7cU843meVUN1l4dUM+r27IZ964cC5dkMySoxIIMMiMcEL0RmZzE0IIIYQYHSSZNALIbG6iv/RxcURc+UsirvwltpoaGv/zHxpWr6F1+3b3zHAao5GQJUsIW7oU/xnTURTpCdQVvVbDSZOiOWlSNI+cN4Mf9lfy3uYivsuuJONgHRkH63j435ksnZ/MlceOIzVKEnRCdEdmcxNCCCGEGB1kmNswNlzL2cTIZSkspGHNGhpWr8Z6sNC93G/qVMIvvZTQc89B4+/vwwhHjgqTmY8yinlvcyHFda3u5SdPiubOMyYzIzHUh9EJMXLIuU4MlPzuCCGEGAuG6/lOkknD2HD9pREjn6qqtGzeQv2qVTR+/bV7RjhtWBhhl15C+OWXS2+lPnI4VH7YX8Wbmwr4fn8Vrr+oP5sQxa2nTWT+uHCp+hKiB3KuEwMlvztCCCHGguF6vpNk0jA2XH9pxOhiq6uj4dPPqHv7bayuXiZ6PaFnn0XE1VfjP22abwMcQQqqm3n6m/18vqsUx6G/rFPigvndaRM5fVocGo0klYToSM51YqDkd0cIIcRYMFzPdzK/tRBjnC48nMhrryH9P1+T+NxzBMydC1YrDZ+tJv+CCzl45VU0fvstqt3u61CHvdSoQP562Rx+uHMRl8xPxmjQkl3eyM1vb2PJX//HN5kVSP5eCCGEEEIIMdJJMkkIAYCi1RJyxumkvvsOqas+JGTxYtBqadmyheJf/4bcs86m9u13cDQ3+zrUYS85wsgTFx3FxrtP4benTCDQoCWzzMQNb27l3Oc3sC67UpJKQgghhBBCiBFLhrkNY65ytq5mc1u+fDnLly/3UWRirLCWl1P3zjvUffAhDpMJAE1oKFH/dzMRl1+OYjD4OMKRoa7Zwov/zeONjQW0WJwVXrOTw1j+80mcODFKeiqJMWPlypWsXLnSY5lrNrfhVrothr/hWvYvhBBCeNNwPd9JZdII4HA4KCkp8fgwHbqxF2Iw6ePiiLn9diZ+v47YP9yPYdw4HA0NVD7+BLlLfoHp6/9IhU0fhAcauOvMKaxfsYgbTxqPv17DjqJ6rnp1M0tf2MTGA9W+DlGIIWEymTqdzxwOh6/DEkIIIYQQ/STJpBFAo9GQmJjo8RESEuLrsMQYojEaibj8csZ/8TlxDz+ENjoKa2EhJbfeSv6FF9L43XeSVOqDqCA/7j17KutXLGLZz9Lw02nYerCOy1/+iV++/BN7Sxt8HaIQgyokJKTT+UyjkUsRIYQQQoiRRoa5DWPDtZxNCEdzMzWvvELt62/gaGkBwH/6dGLvvQfjvHk+jm7kqDCZ+fu6A7y7uRCrXUVR4Pw5idxx+mQSwgJ8HZ4QQ0LOdWKg5HdHCCHEWDBcz3fyOFAI0W+awECib7mF9G/XEnnjjShGI+a9ezl4xS8pWX471rIyX4c4IsSG+PPHc2fw3e0LOWdWAqoK/9pWwqKnvufPX2VjMlt9HaIQQgghhBBCdCLJJCHEgOnCw4lZfhsTvvkPYUuXgqJg+uILcs86m6q/PY+jtdXXIY4IyRFG/nLZHD779QkcnRZBm83B37/PZeGT3/PGxgKsdukpI4QQQgghhBg+JJkkhDhiushI4h9+iLSPPyJg/jxUs5nqv/2N3MWLafj359JPqY9mJYfxwY3H8tJV8xkfHUhts4UHVu/l9GfW89Wecvk+CiGEEEIIIYYFSSYJIbzGf9o0xr31FonPrEQXH4+ttIzSO+6g4NJLad21y9fhjQiKovDzabF8/buTePi8GUQGGsivbubmtzO4+J+b2F5Y5+sQhRBCCCGEEGOcJJOEEF6lKAohZ51F+hefE/27W539lHbuouCSSyl/5FHsTU2+DnFE0Gs1XHnsOL6/cyG/WTQBf72GLQV1nP/3jfz63W0U1rT4OkQhhBBCCCHEGCXJpBGgrKyMpKQkj4+VK1f6OiwheqQJCCDq5ptJ/+pLQs89B1SVurffJu8X59C0YYOvwxsxgv313HHGZNbdsZCl85JQFPh8Vxmnrvyeh/+dSX2LxdchCtFnK1eu7HQ+K5OG/UIIIYQQI44kk0YAh8NBSUmJx4fJZPJ1WEL0iT4mhoQnniDl1VfQp6RgKyujaNn1lP3xjziam30d3ogRHxrAk0tn8flvT+TEiVFY7Sqv/C+fk/68jhfX52K22n0dohC9MplMnc5nDoc0mBdCCCGEGGkkmTQCaDQaEhMTPT5CQkJ8HZYQ/RJ4/PGM//QTwq+4AoD6994n77zzadmyxceRjSzTEkJ4a9kxvHnd0UyJC8ZktvGnL7I58c/reOGHXBrNVl+HKES3QkJCOp3PNBq5FBFCCCGEGGkUVaYHGraSkpIoKSkhMTGR4uJiX4cjhNc0//gjpffei620DBSFiKuuIvq236Hx9/d1aCOK3aHy8bZinv1mP6UNZgBC/HXcdHI6y36Whr9e6+MIheidnOvEQMnvjhBCiLFguJ7v5HGgEGLIBR57LONXryb0ogtBVal94w3yz7+A1h07fB3aiKLVKFw8P5nv71zEkxcdRXp0ICazjSe/3sepT//AZztKcDjkeYEQQgghhBDCuySZJITwCW1QEAmPPELyP19AFx2NJT+fgsuvoPLpp1GtMlSrPww6DUvnJ/PNbSfz7CWzSQj1p6S+lVvf38H5/9jI1oJaX4cohBBCCCGEGEUkmSSE8Kmgk09m/JrVzhnfHA5qXnqZoptuwt7Q4OvQRhyNRuG8OYl8d8dC7jxjMoEGLTuL6rnohU1cJEklIYQQQgghhJdIMkkI4XPasDASnniCxOeeQzEaad64ifyLltL03//5OrQRyV+v5deLJrDuzoVcdnQKGgW2Hqzjohc2cffHu6hvsfg6RCGEEEIIIcQIJskkIcSwEXLG6aS++w66hHisRUUU3XADJXeuwN7U7OvQRqSYYH8eu2AmG+8+lUvmJwPw/pYiTnn6Bz7OKEbmXxBCCCGEEEIMhCSThBDDiv+UKYxfvZqIq68CrRbTmjUULF2Kef9+X4c2YsWF+vPERUex6ubjmBQbRG2zhdtX7eTSF3/kQGWjr8MTQgghhBBCjDCSTBJCDDvaoCBi77mHcW+9iS421tmc++JLqP/kU1+HNqItSI3g81tO5O6zpuCv1/BTfi1nPfdf/rVt+EwxKoQQvqaqKiaTicrKSiwWGRYshBBCdEWSSUKIYcs4dy5pn/yLwBNOQDWbKbvnHkrvuw+H2ezr0EYsvVbDzSen881tJ3PKlBisdpU7Vu3ki91lvg5NCCF8rq6uji1btpCRkcHevXvJyMjALOccIYQQohNJJo0AZWVlJCUleXysXLnS12EJMSR0EREkv/hPon77G1AUGj76mIJLL8NSUODr0Ea05Agjr1w9n0sXJONQ4Zb3trMuu9LXYYlRbuXKlZ3OZ2VlksgUw0N9fT07d+6kubkZrVaLTqfDbDaTlZUlPeaEEEKIDiSZNAI4HA5KSko8Pkwmk6/DEmLIKFot0b/+Nckvv4Q2IoK27GzyL1pK47p1vg5tRFMUhUfPn8k5sxKwOVRufjuDH/NqfB2WGMVMJlOn85nD4fB1WEKgqio5OTmoqkp0dDTHHXcc8+bNQ6vVUl9ff0RJT4fDQVVVFVVVVb3+vrv+jZSVlVFbW4vdbh/wcYUQQojBpPN1AKJ3Go2G+Ph4j2UhISE+ikYI3wk64QTSPvkXJctvpzUjg+Jf/ZqY25cTsWwZiqL4OrwRSatRePriWbRYbKzNquT6N7by7g3HcFRSmK9DE6NQSEgIiYmJHsvKysokoSR8rqamhqamJnQ6HZMnT0av16PX60lLS+PAgQPk5eURHR2NXq/v135VVSUrK4vKSmflZ2BgIOPHjyc8PBytVouqqpjNZurr6yktLe30sNDf359Zs2ZhNBq99l6FEEIIb1BUqdsdtpKSkigpKSExMZHiYmmQK4SLarFQ/uifqP/gAwBCzz2HuIceQuPn5+PIRi6z1c61r21hU14N8aH+fHnriYQZDb4OS4wBcq4TA+XN3509e/ZQVVVFcnIyEyZMcC93OBxs3bqV5uZmEhMTmTRpUr/2W1JSwv5Ds5FqtVp3pZGiKAQEBGC1WrFare71NRoN4eHhqKpKY2MjVqsVg8HA7NmzCQwMPKL3ONI4HA40GhlEIYQQw/VaSSqThBAjjmIwEPfgA/hNmkjFnx6j4bPVtBUUkPy3v6GLjvZ1eCOSv17LS1fP5xd//R/51c3c86/d/P2KuVLxJYQY9axWKzU1ziG+sbGxHq9pNBomTpzIjh07KC0tJT4+nuDg4D7tt7i4mAMHDgCQnp5OfHw8Bw8epKKiAovFQktLi/sYQUFBREZGEh8fj9+hByMWi4WdO3fS1NTEzp07mT179qisUGppaaGgoMD9/QgMDKS1tZWGhgYiIyOZNm0aOp3csgghxHAj6X4hxIikKAoRV1xByssvoQkNxbxzl7Mx98GDvg5txAry0/HcpbPRaxW+3FPO2z8V+jokIYQYdNXV1TgcDoKCgrpMFIWHhxMbG4uqqmRnZ/fax0hVVQ4cOODuwZSQkEBycjJ6vZ4JEyZw/PHHc+yxxzJr1izmz5/Pz372M+bNm0dqaqo7kQRgMBiYNWsWgYGBtLW1kZGRQW5u7qjqo1RTU0NGRgYVFRU0NjbS2NhIeXk5DQ0N7tddlV1CCCGGF0kmCSFGtMDjjiPtg/fRj0vBWlJCwRW/xLxvn6/DGrGOSgrjrjOnAPDwvzPZW9rg44iEEGJwuaqSonuobE1PT8dgMNDU1MS+fftwOBzYbDbMZnOnnl+FhYUUFRUBMH78eCZNmuRR5eka4hYREUFwcDBarbbb47qGuAUFBWGz2SgsLGTPnj0jvs+Yw+EgPz+f3bt3Y7PZCAkJYcaMGcyYMYOkpCTS0tKYPn06iqJQUVEhE88IIcQwJMkkIcSIZ0hNJfXtt/GbPBl7dTUHr7yKlm3bfR3WiLXsZ2mcOiUGi83B1a9uIbtcLuKFEKOTw+GgtrYWgIiIiG7X8/PzY9q0ae7kxvr16/nvf//Lpk2b+PHHH6mvrwecPZLy8vIAmDhxIuPGjTvi4cIGg4F58+Yxbdo0tFottbW1lJeXH9E+fUlVVfbu3UtBQQGqqhIfH8/s2bOJjo4mOjqaiRMnkpqaSkxMjHvY4UGpOhZCiGFHkklCiFFBFx3NuLfeJGDOHBwmE4XLltH03//5OqwRSVGcM7xNjQ+huqmNS1/8kdyqJl+HJYQQXtfQ0IDdbsdgMPTaCyk8PJxp06ah1+tpP39NW1sbO3bsYMeOHe4hWSkpKSQlJXktTo1GQ2xsLGlpaQAUFBSM2OqkkpISqqur0Wg0TJ06lSlTpnRbnTVu3DjAWT3m6qkkhBBieJBkkhBi1NCGhJDyyssEnngiamsrRb/6FaavvvJ1WCNSmNHA+zccy6ykUOpbrFz72hbKGlp9HZYQQniVqzdPWFhYnyqIYmJi3D2PTjzxRE488UR3P6W6ujrAmUgaP378oMSbkJCAn58fbW1tVFRUDMoxvEVVVaqqqsjNzaW6uhpVVWlpaXFXbqWnpxMXF9fjPoxGIxEREaiqSllZ2VCELYQQoo8kmSSEGFU0RiPJz/+NkLPPAquVkuW3U7dqla/DGpFCjXpeuWYBKRFGCmtbuOgfmyiqlSfDQojRw9WLJzQ0tM/baDQaAgIC0Ol06HQ6pk6dysyZMxk/fjxz584lPT190GbC1Gq17oqnwsJCjwqp4SYnJ4c9e/ZQWFjI7t27+fHHH9m6dSt2u52wsDASExP7tJ+EhAQAysrKRlXzcSGEGOkkmSSEGHUUg4GEJ58k7JJLwOGg/P4/UPPKK74Oa0SKCvLj3RuOIS0qkJL6Vhb/5b98sVueDgshRj5VVd3JpJCQkAHvR1EUoqKiGDduXL+SUgOVkJCATqejpaWF6urqQT/eQNTW1lJSUgI4G5vrdDrMZjN2u53g4GCmTp3a54RbZGQkfn5+WK1Wd7N0IYQQvifJJCHEqKRotcQ9+ACRN9wAQOWTT1H197/7OKqRKSncyHs3HMus5DBMZhu/emcbX+2RhJIQYmRraWnBarWi0WgICgrydTh9ptPp3FU9w7E6yWq1su/QrKpJSUnMmDGDY489lqOOOor58+czb948/P39+7w/jUbjHg4nQ92EEGL4kGSSEGLUUhSFmNuXE337cgCq//JXql98ycdRjUxxof58dPNxXHZ0MgAPrs6kuc3m46iEEGLgmpqcEwsEBwej0YysS+KkpCQ0Gg0mk8ldnaSq6rBILOXm5mI2mwkICHA3DNfr9URGRhIcHDygIYCuZFJdXZ004hZCiGFiZJ05hRBiAKJuuIHoW28BoGrlSiqffnpYXHCPNHqthgd+MZ3kiADKTWb+8m2Or0MSQogBcyUljEajjyPpP4PB4O6dlJWVRVZWFps2bWL9+vX8+OOPlJaW+uQ8V1NTQ1lZGYqiMGXKFHQ6nVf2azQaiYyMRFVVioqKvLJPIYQQR0aSSUKIMSHq//6PmBUrAKh56WWq//a8jyMamfz1Wh78xXQAXvlfPvsrGn0ckRBCDExzczMAgYGBPo5kYFJTU4mIiMBut1NeXk5bWxsOh4PW1lb27dtHbm7ukCaUWlpayMrKAiAxMZGwsDCv7j852VkZW15ejsVi8eq+hRBC9J8kk0aAsrIykpKSPD5Wrlzp67CEGHEir7uW2HvvBaD6+eepefllH0c0Mp06NZafT4vF5lC5/9M9UuUl+mzlypWdzmfSA0X4ykhPJmm1WmbOnMnkyZM9ehO5hpYVFRVRXl4+JLFYrVZ2796N1WolJCSE8ePHe/0YYWFhBAcH43A43M29hRBC+I53ak/FoOrqpOmafUQI0T8RV12Jo7WVqmeeofKpp1EMfkRcdaWvwxpxHvjFNP6bU8VP+bV8sr2EC+Ym+TokMQKYTCa5CRTDgquCB0bmMDcXjUZDQkKCx7LU1FQURSEvL4+cnBxCQkIGNWFmNpvJysqipaUFf39/ZsyYgVar9fpxFEUhOTmZzMxMSkpKSElJGZTjCCGE6BupTBoBNBoNiYmJHh9HMoWtEGNd1E03EvWr/wOg4k9/ou6993wc0ciTFG7kt6dMBOCB1XspqpWGqKJ3ISEhnc5nI63xsRgdWlpaUFUVnU6Hn5+fr8PxupSUFPcQuL1792K3271+DFVVKS0tZcuWLdTX16PVapkxY8agfj+jo6Px9/fHarUOWdWVEEKIrskV3AgQHx9PcXGxx8fy5ct9HZYQI1rUb39L5A3XA1D+x4eo/+gjH0c08tx40njmpITRaLbxm3e3YbZ6/2ZFjC7Lly/vdD6Lj4/3dVhiDGrffHsgs4sNd64G2AaDgebmZg4cOODV/TscDvbu3cu+ffuw2WyEhIQwd+5cgoODvXqcjjQajbvxeElJiQyzFkIIH5JkkhBiTFIUhejly4m4+moAyu7/A/WffurboEYYvVbDXy+bQ2iAnp3FDfzm3e3Y7A5fhyWEEL0a6f2S+sLPz4+pU6eiKAqlpaXU1dV5bd85OTlUVVWh0WhIT09nzpw5BAUFeW3/PYmLi0Or1dLc3ExDQ8OQHFMIIURnkkwSQoxZiqIQc/ddhF9+OagqZff+noZ/f+7rsEaUpHAjL145Dz+dhrVZFdz18W55UiyEGPbGQjIJICIiwt1Tad++fV4Z7lZdXU1paSmKojB9+nRSUlKGdLiqXq8nJiYGgNLS0iE7rhBCCE+STBJCjGmKohB73+8JW7oUHA5K77oL01df+zqsEeWY8ZE8f/lctBqFj7cV89fvvDucQgghvK39MLfRLi0tDT8/P1pbW9m3b98RJfwdDge5ubkAJCcnExUV5a0w+yUxMRGAqqoq2trafBKDEEKMdZJMEkKMeYpGQ9wfHyT0/PPBbqfkjjto/P57X4c1opw2LZYHz5kOwMpv9vPEV9lSoSSEGJYcDoc7mTTaK5PAWcnjGu5WUVHBwYMHB7yvkpISWlpaMBgMjBs3zotR9k9wcDAhISE4HA5pxC2EED4iySQhhMCZUIp/5GFCFi8Gm43i3/yW2jff9HVYI8qVx47jttMmAfCP73NZ+c1+H0ckhBCdtba2oqoqWq12VM7k1pXw8HAmTXL+fc7Pz2fHjh2UlJRgs9m6XN/hcNDQ0EBlZSUmkwm73Y7VanUnotLS0tDpdEMWf1dcw/dKS0txOKRfnxBCDDXfngWEEGIYUbRaEh5/DBQF07//TcWfHkN1OIi85hpfhzZi3HraREIDdDy4JpO/fneA6GA/rjou1ddhCSGEW/t+SaNxJrfuJCQkYDabOXjwIHV1ddTV1VFUVER6ejphYWHo9XocDgdFRUUUFhZ6JJoURUFRFBwOB4GBgcTFxfnwnTjFxMSQm5uL2WymtrbWZ0PuhBBirJJkkhBCtKPo9SQ8+WcM48ZR/fzzVD7+BPaGBmJuvdXXoY0Y15yQhslsY+U3+3lg9V4U4EpJKAkhhomx1C+po/HjxxMXF0dVVRUlJSW0trayZ88eADQajUeFj8FgwN/fn9bWVqxWK6qqotPpmDJlypA23O6OVqslLi6OoqIiSktLJZkkhBBDTJJJQgjRgaIoRP3m1yh6HVXPPkfNP15AFx5BxFVX+jq0EeO3p0ygqrGNt348yP2f7aW+xcpvT50IQKvFzs7ieuamhGPQ+f6GRAgxtoyVmdy6YzQaGTduHAkJCRQUFFBTU0Nra6s7kWQwGEhPTyc2NhZFUVBVFYvFQktLC4GBgRgMBh+/g8MSEhIoKiqitraW1tZWAgICfB2SEEKMGZJMEkKILiiKQtTNNwMKVc8+S8Vjj6GNjCB08WJfhzYiKIrCQ+dOJ8Cg5cX1eTz9zX40GoU9JQ18ucfZLPWopFDeu+FYAv3kVCSEGDpjuTKpPb1ez8SJE5k4cSIWiwW73Y6iKBgMBo/KI0VR8PPzG5b9pYxGI+Hh4dTV1VFcXMzEiRN9HZIQQowZ8khYCCF6EHnTjYRffjmoKqV33U3jd+t8HdKIoSgK9549lSVHxQPw5Nf73IkkgF3FDVz72hb2VzT6KkQhxBjTfia3sZ5Mas9gMBAQEIC/v/+wGMLWH8nJyYBzpjlX1ZkQQojBN7LOFkIIMcQURSH2vt8T8otfgM1Gye9+R/OmTb4Oa0S568wp7s9nJYfx8HkzeP3aBfjpNGwuqOXs5/7LT3k1PoxQCDFWmM1mHA4HGo0Gf39/X4cjvCAyMpKoqChUVSUnJwdVVX0dkhDCiywWC6WlpdTV1fk6FNGBJJOEEKIXikZDwmN/Ivjnp6FaLBT96te0bNvu67BGjOQII3v/eAaf/voEPv3V8Vx57DgWTo7h7euPYUZiCDaHyl0f76LNZvd1qEKIUa59VdJIq8AR3ZswYQIajYa6ujpKS0t9HY4QwkvMZjNbt25l37597Nixg7y8PEkYDyNyFhVCiD5QdDoSnn6awJ/9DLW1laKbbqJ1715fhzViBPrpmJ0c5jEN94LUCN6/8Tiig/0oqGnh2bXyRFkIMbjGevPt0SogIIDx48cDkJubS2OjDJ8WYjQ4cOAAbW1taLVaAA4ePEhhYaGPoxIukkwSQog+0hgMJP31LwTMn4ejsZGi62/AUlDg67BGtCA/HfctngrAP77P5YJ/bGT9/ipJKgkhBoX0Sxq9kpKSiIiIwG63s3PnTsrKyrDbpeJViJGqubmZ6upqAObOncuECRMAyMvLcy8XviXJpCFSXFzMb3/7W4455hj8/f09ns4LIUYOTUAAyS+8gP+MGdjr6ij6zW+wVlb6OqwR7dzZidy/ZBp6rcL2wnquenUzS1/YhNXu8HVoQohRRiqTRi9FUZg2bRrBwcFYrVays7PZuHEjeXl5OBxyPhFipCkpKUFVVaKioggKCiI5OZnExEQA9u3bh8Vi8XGEQpJJQ+TAgQOsWrWKmJgYjjnmGF+HI4Q4AtqgIJL+/jza6CgsB3I5+MsrsckTkiOy7GdprF+xiCuOSQFg68E6Jv7+S2qb5UJBCOEdqqpKZdIop9frmT17Nunp6fj7+2Oz2Th48CAFUkUsxIhis9moqKgAcCeQANLT0wkMDMRisbB//36pZPcxSSYNkZNOOony8nLWrFnDWWed5etwhBBHSB8TQ+rbb6NPSsJaWEjRjTdhk1kmjkh8aACPnj+Te846PPvbc2v3+zAiIcRo0tbWht1uR1EUAgICfB2OGCQ6nY6UlBSOPfZYJk2aBEBhYaE7kSiEGP4OHDiAzWbDaDQSHh7uXq7Vapk6dSqKolBVVeVOOAnfkGTSEJEZQ4QYfQzjxpHy8ktoIyIwZ2aSf8GFtGzb5uuwRrybTk7n6aWzAHjnp0L2lUsjVSHEkXMNcZOZ3MYGRVFITEwkIiICVVWlaa8QI0RNTQ1lZWUoisLkyZM7tYcJDg4mNTUVgJycHMxmsw+iFDCKkkn5+fm89NJL3HDDDcyaNQudToeiKDzyyCN92v6LL77gtNNOIyIigsDAQObOnctf//pXGWMthOiRITWVlNdeQz8uBVtZGQd/eSWVT6/EIeO4j8iF85I4fVosNofKU//Z5+twhBCjgAxxG5tcN53l5eVy0ynEMGe1Wtm3z3ndl5SURFhYWJfrpaSkEBISgs1mIzs7W4a7+cioSSY999xz3Hjjjbz88svs2rWrX7M3PP744yxevJhvv/2W8PBwJkyYwM6dO7nllls4//zzJaEkhOiR/+RJpH38MaHnngMOBzUvvUT+uefRsm27r0Mb0VacOQVFgW8yK9hb2uDrcIQQI5w03x6bQkNDCQsLQ1VVioqKfB2OEKIH+fn5tLW1YTQaSUtL63Y9jUbD1KlT0Wq11NXVUVNTM4RRCpdRk0yKiopiyZIlPPTQQ3z55ZdceOGFfdpu06ZN3HvvvWg0Gt59911yc3PZuXMn27ZtIzY2ltWrV7Ny5UqPbRobG8nOzu71o6FBbn6EGCu0QUEkPPEEiX95Dm1EBJb8fA5eeSVVf/2bVCkN0ISYIM6eGQ/Aqq3FPo5GCDHSSWXS2DVu3DgAysrKZAYoIYaplpYWSktLAZg0aRJarbbH9Y1GIwkJCYBz5jcx9EZNMum+++5jzZo13H///Zx55pkEBQX1abtHHnkEVVW5/vrrueyyy9zLZ82a5U4iPf7441itVvdrn3/+OVOnTu3145NPPvHumxRCDHshp59O+tdfEbJ4MdjtVD//PEXX34C9Ufr+DMS5s5wXCT/sr/JxJEKIkUxVValMGsPCw8MJDg7GbrdTXCwPJ4QYjsrLy1FVlfDwcI+m2z1xJZPq6uo87tfF0Bg1yaSBMJlMrF27FoBly5Z1en3p0qWEhIRQU1PDunXr3MsvvfRSVFXt9eOaa64ZqrcihBhGtMHBJDz1JIkrn0YTGEjL5s0cvPpqbFKC22/HpkeiUSC/upmyhlZfhyOEGKEsFgs2m01mchujFEUhJSUFgOLiYupk9lUhhhVVVd0zs8XHx/d5O6PRSFBQEKqqylA3HxjTyaTt27djsVjw9/dn7ty5nV7X6/UsWLAAgJ9++mmowxNCjGCKohBy9tmkvPkG2ogI2jKzOHj5FVjLynwd2ogS4q9nZmIoABsOyEWCEGJgWludyWg/P79eh06I0Sk6OpqIiAjsdjs7d+6kqKhImvYKMUzU19djNpvR6XRERUX1a9vIyEgAqqqkin2ojelkUk5ODuDsBq/T6bpcZ/z48R7rHomPPvqIjz76iD179nh8nZmZecT7FkIMTwHTpzPunbfRJcRjOXiQ4t/8Vnoo9dMJE5wXFRsPVPs4EiHESOWaxUuqksYuRVGYMWMGcXFxqKrKgQMHZBYoIYaJ8vJyAGJiYvqd8I+OjgacQ91sNpvXYxPd6zqDMka4Slx7GpPpes0b5bBLly7t8usHHniABx98sNvtysrKSEpK6nX/y5cvZ/ny5UcUoxDC+/zS0kh96y3yL7gQ8969VDz6J+L/+KCvwxoxTpgQxd+/z+WbrApUVUVRFF+HJPpg5cqVnSaw6EqZVOuJIeCqTJJk0tim1WqZMmUKwcHBHDhwgPLycoxGo7tBtxBi6NlsNndVUVxcXL+3DwoKIiAggNbWVmpra4mJifF2iKIbYzqZ5HpKZTAYul3Hz88POHwRciQG+uTD4XD0qUO9yWQa0P6FEINPn5hIwpN/puimm6n/4AP8Jk0k4oorfB3WiDBvnDOp32i2ccmLP/LhTcf5OCLRFyaTSWZXEcOG65rP39/fx5EIX1MUhaSkJBRFYf/+/eTn5xMSEtLnhr9CCO+qqqrCbrdjNBoJCQnp9/aKohAVFUVRURHV1dWSTBpCYzqZ5Lqg6GmK0La2NsC3T7I0Gk2fGpEN5B+fEGLoBJ10EjG3L6fyqaep+NNjGMalEvSzE3wd1rDnr9cS7K+j0Wxjc34tpfWtJIQ5/ya3WGxM+8PXADxy3gx+eaw8XR4uQkJCSExM7HW9srIyHA7HEEQkxjKpTBIdJSQkYDKZKC8vJzMzk3nz5kmyUQgfcDXejo2NHXD1eXR0NEVFRdTU1GC326U33hAZ08mkvgxh68tQuMEWHx8v05gKMUpELFtG24FcGj79lJLf/Y7U997Fb+JEX4c17G2651RmPOBMGj20JpMXrpyHqqpc/8ZW9zr3fbqHs2bEERnk56swRTt9HXqdlJQkFUxi0EllkuhIURQmTZpEU1MTTU1N7N27l9mzZ8tNqBBDqLW11X2/HRsbO+D9hISE4OfnR1tbG/X19e6m3GJwjekG3BMP3cAVFhZ226wrLy/PY11fcPVMav/Rlz4UQojhR1EU4h76I8b583E0NVFy5woczc2+DmvYC/LT8fXvTkKjwFd7yymsaeGjjGI25nrO8Hbz2xk+ilD0xcqVKzudz6Rnkhhsdrt9WFSad8VWW0vzjz/Rsm07lqIi7I2NOJqbpSn0ENFqtcyYMQOdTofJZCI3N9fXIQkxprgab4eHhx/R32fXUDeQWd2G0piuTJozZw56vR6z2cy2bds4+uijPV63Wq1s2bIFgGOOOcYXIQJd90yS/khCjFwag4HEZ58hb8kvaMvOpvDGm0h57VU0PfRvEzA5Lpjj06P434Fq/r27lB/2OS8Wjk6LIC0ykA+2FrGloA67Q0WrkSbdw5H0URK+4KpK0ul03c7eO9QcFgtVK5+h9u23oYsHmvqkJCKXXUfYJZegaMb0s99BFxAQwNSpU9m9ezclJSWEhoYeUYWEEKJvHA6H+4FSX1q69CY6OpqSkhKqqqqYOHGiVBkOgTF9dgoJCeG0004D4JVXXun0+qpVqzCZTERGRrJw4cIhju4wjUZDYmKix4f0RxJiZNNFRZH80otogoNpzcig7q23fB3SiLD4KOfFxvPfHeCn/FoAHr9gJo+eP4PQAD0A2wqPfPZNMThcfZTaf2jkRlkMsvb9kobDbJDmffspuPgSal9/vctEEoC1uJjyPz5Eya234uiht6fwjqioKPeMbtnZ2e4eLkKIwVNTU0NbWxsGg8FdVXQkwsLC8PPzw2azUVtb64UIRW+8egVXUVHBrl27+lwimpuby65du3z6B/v3v/89iqLw8ssv895777mX79y5093rYcWKFT3O+DbYXD2T2n/0pQ+FEGJ4C5g5k9i77wKg8tnnaNm+3ccRDX9nTHdOGdtssbuXpUUFotNqOHlSNADr90t583C1fPnyTuczbzyNFKInw6Vfkr2xkYonnyT/ootoy87u0zaN36ylZPly1G6STsJ7UlNTiYmJweFwkJmZSU5OTrdtMIQQR85VqRwXF+eVKiJFUdwzuVVWVh7x/kTvvJZMstlsnHTSScydO5c9e/b0aZs9e/YwZ84cTj311COeyWXDhg1ERUW5P95//30AHnvsMY/lRUVFHtudcMIJPPzwwzgcDi6//HLS09OZNWsWc+fOpaKigsWLF3P77bcfUWxCCNGd0AsuIPiMM8BqpfyBB6VPRi8iAg3cv2Sa++s7z5jsrjQ4Pt3ZbNFVsSSEEHB41l5fPRhUVZW6VavIPeNMal95FazWTusoft1PHNC09lvK7v8Dqsx6OKg0Gg3Tpk0jOTkZgOLiYrZt2yYJJSEGQVNTE3V1dSiKQkJCgtf260om1dTUyL/dIeC1ZNLHH39MTk4OS5cu5dxzz+3TNueeey6XXHIJWVlZfPLJJ0d0fKvVSk1NjfvD1WixpaXFY7ndbu+07e9//3vWrFnDKaecQk1NDQcOHGDmzJk8++yzfPbZZz4fbykNuIUYvRRFIf6hP6IYjbTt30/zxo2+DmnYW/azNFbdfBw/3LmQXy+a4F5+dFoEADuK6jFbO/+tF74nDbiFL7iuCf16SNgMFlVVKX/wj5Tf/wfsXQy78Js4kbTVnzF5x3YmbdnMhHXfkfDUU2iMRo/1Gj75hPIHHsBeXz9EkY9NiqIwYcIEjjrqKPz8/Ghubmb//v3yoEcILzt48CDg7HPkzYkRgoODCQgIwG639zhju/AOryWTVq1ahaIo3Hnnnf3a7q677kJVVT788MMjOv7ChQtRVbXXj9TU1C63X7JkCd9++y319fU0NzezY8cObr31Vp8nkuBwA+72H9KAW4jRQxsaStiFFwJQ+9rrvg1mhFiQGsG4yECPZWlRgUQF+WGxOdhZVO+bwESPXA24238caWWyEL3xZTKp4dPPqP/gg84v6HRE3nADqR9/hP+kSSiKgjY4GH18PKFLFpP8zxc6VSvVr/qI/cefQOF1yzDv2zdE72BsioyMZNq0aSiKQkVFhXvGKSHEkWtubnbPuObqVeYtiqIQGemsVK+pqellbXGkvJZMysjIICoqirlz5/Zru1mzZhETE+OeNU10Jg24hRj9Iq66EjQamv/3P8z79/s6nBFJURSOGe+sTtrch6FuDofKpS9u4tb3PXtV/fLlnzj16e/ZUVSPzS6JDm+SBtzCF3w1zE21Wql67rlOy4NOOYXxa1YTc/vybmfxNC5YQOIzz0DHh5oOB80bN1Jw8SU0rF49GGGLQ8LCwkhLSwMgJyeHpqYmH0ckxOhQUFCAqqpER0cTFBTk9f23TyZJVeHg8toVXEVFBSkpKQPaNjk5WTL+PZAG3EKMfobkZIIPzS5Z++prPo5m5Drm0FC3vvRN2pBbzY95tXy2o5QDlc6bhNU7S/nfgWpyq5o57/kN/N872+RCxIukAbfwBV9VJpm++gpbh+vbhD8/QfLfn8fvUJKisrKSvXv3UlhY6I7TJfiURSQ89ifoIuGqtrVRuuIuKv78JGoXPZiEd6SkpBAREYHdbiczM7PLdhlCiL5rampyVyV1N2LoSIWFhaHVarFYLDQ2Ng7KMYST15JJWq0W6wBPZjabbVgMJxNCCF+KXHYdAA2ffYa5jzP9CE+uvkn/O1BNVWNbj+t+k3l4JtHcKmcyac3O0k7rfJslM4IIMVLZbDZ3E9ahTCapqkrNa54PBgLmziX0nHPcX1dVVbF3714qKyvJzc1l06ZNbNq0ifXr15ORkUFjYyOh55xD6vvvEXTaqV026a599VUKLructry8QX9PY5GiKEydOhWDwUBzc3OniXyEEP2Tn58/qFVJ4BzVExHhvB6s7aJXnfAeryWTYmNjKSgo6HfG3mazkZeXR2xsrLdCEUKIESlg1iyCzzoTVJWKxx6XipgBmBQTTFK4s5Hj57tKe1x3/f4q9+cF1c0AVHaRgNpV0uDFCIUQQ8k1xE2r1aLT6YbsuC2bt9CWmeWxLOLaa9yf22w2cnJynMsjIggNDUVVVcxmM3a7HZPJxO7du7HZbAQcdRTJf/sbEzdsIOyySzsdy7xnD/kXXEjtu+/KjG+DwGAwMGGCc7KHgwcP0tra6uOIhBiZamtrqa6uRlEU9xDSwRIeHg5AvUxaMKi8lkw6/vjjaWxs5Msvv+zXdl9++SWNjY0cf/zx3gpl1JHZ3IQYO2JuvwPFYKDlp5+oe/sdX4cz4mg0Cj+f5nw48d2+qm7XqzCZKahpcX9dUNOC2Wons9SZOPrqdyey4szJAOQfSjSJIyezuYmh5qshbrWvv+7xtT4lheBTTnF/7RrWFhAQwIwZM5g7dy7HHHMMs2bNYv78+fj7+9PW1kZp6eGkuDYokPgHHiDuoT+CXu+xf9VspuKhhym85losxSWD+t7GopiYGMLDw3E4HDK7mxB95HA4MJlMtLW10dTURFaWM8GekJBAYGBgL1sfmbCwMAAaGhpkeOog8loy6bLLLkNVVe68884+T8NXV1fHHXfcgaIoXHpp5yctwklmcxNi7DAkJRK9/DYAKv78Z1r37vVxRCPPJQuSAfgxrwaztesLiPZVSQC5lU1klZmw2lXCjXomxwaTdmi2uNJ6eQrtLTKbmxhqrsqkoUwmteXn0/T99x7LIq66CuVQS4f2w6XS09PdrR6MRiMREREEBwe7e4l09W8k/OKLSX3vPQzjx3c6dsvmzRQsXUrL1q1efldjm6IoTJw4EY1GQ21tLcXFxb4OSYhhzW63s3PnTjIyMti4cSNbtmzBYrEQHBxMenr6oB/faDRiMBhwOBzSN2kQeS2ZdNZZZ7Fw4UL27dvHySef3OvsbJs3b+akk07iwIEDnHTSSZx99tneCmXUkdnchBhbIq6+mqDTTgWrlaKbb8Zy8KCvQxpRJscGExXkh8XmYFdx10PUPtvhfNp/ypQYAPaWNvD9oUqmeePCURSF2FB/AMobzEMQ9dggs7mJoeaqTBrKmdzq3noL2lWuaEJCCDv/PMD5gHDfvn04HA4iIyOJiorqch8xMTHo9XrMZjPV1dWdXg+YMZ20jz8i/IorOr1mr6vj4LXXUfvW2zLszYsCAwPdN8F5eXnyYFeIHhQWFrqHmCmKAjhnWZs1a9aQ9EpWFMVdnSRD3QaPVwePf/jhh5xwwgns2bOHY489ljlz5nDyySeTlpZGYGAgzc3N5Ofn88MPP7B9+3ZUVSU9PZ0PP/zQm2GMOq7Z3IQQY4OiKCQ8+igHC4to27+fg9deS+rbb6NPSPB1aCOCoigsSA3nyz3lvPvTQXdTbpdNuTX874Dz5uwPS6axfn8VzRY7z33r7F/iWj/+UDKpwmTG4VDRaJQhfBej0/LlyzvNRpqUlERJiQzLEYPDVZk0VMkke3099Z986rEs/JKL0Rwa0lFSUkJDQwM6nY5Jkya5b7I60mq1JCQkcPDgQYqKioiOju60riYggLj77yNo0SLK//AHrO2GxGG1UvHoozT8ew1x995LwKxZXn2fY1ViYiL19fVUVVWRmZnJvHnz0HcYctiR2Wx2V2R09/MWYjSxWq3u6svp06cTFhaG3W4nICBgSOMICwujsrJSkkmDyKuPA6OiotiyZQuXX345iqKwbds2nn32WW699Vauv/56br31Vp599lm2bduGoihcdtllbNmyhejoaG+GIYQQI542NJSUV1/BkJaGrbSMg1ddjVV6y/TZ/FRnQujTHaWdelt8v985O5tWo5AaFcjUeM9KzwWHto0O8kOjgM2hUt18uDG3w6HicEi/DCFGAtdMw/1NJqmqSsuWLdS88ip177+Ptby8T9vVfbgKtX2DZp3OXT1kNpvJz88HnMPb/P39e9yXq3LPZDL1eDMU9LMTSFv9GUEnn9zpNfPOXRRccimld92FXSppjpiiKEyePBl/f39aW1vZs2cP5eXlNDU1dbl+XV0dP/30ExkZGWRlZcmwXjEmVFRUYLfbCQoKIjo6GoPBMOSJJJC+SUPB67XlISEhvP322+zbt49HH32Us88+m1mzZjF+/HhmzZrF2WefzaOPPkp2djbvvPOO+4cshBDCky4qipTXXkWfkoK1uJjSu+6Wpp99dN7sw1Vc33foj1RU62y8/etFztl50qMPN4FUFJidHAaATqshOtjZZ8U11E1VVc7/x0YWPvV9t/2YhBDDh6syqbfqkfasJSUUXn0NB6+8isonn6T8wT+S+/PTqX333R63c5jNziFu7YSceSb6uDgAcnNzsdvthIWFER8f32scfn5+7vXy8vJ6TERog4JI+vvzRFx3XZevN3y2mvylSzFnZ+Mwm2nLy6MtLw/10PdH9J1er2fatGloNBrq6+vJyspiy5Yt7inPXZqbm9mzZ4/751ZRUUF5H5OSQoxkrt/z+Ph4n1bjGY1G/Pz8cDgcUp00SAZtjtT09HTuueeewdr9mOKaza29roYKCCFGH31cHCmvvEzekl/QsnkzTevWecwIJLoWGeTHxfOT+HBrMX9cvZdFd8a4XyuodiaTjkoMBWBOSjifHuqh9MmvTvC48LHZnTcG5/xtA9MTQvjVwgnsLKoHYMOBak6dGtvv2MxWO3qthmaLDX+dFoNu7PQMWrlyZafZSGU2NzGY+luZ1PTDD5TcuQJHhyoe1Wql4qGHsZVXEH3b77q8Qap96y1sVZ7J64irrwagsbGRyspKFEVhwoQJfb7BSklJoaKiApPJxI4dO0hKSupyyBuAotUSu+JOgk46kfIHHuzUb896sJD88873WKYJDibiqquIvOF6NL1USonDQkNDmTdvHiUlJbS0tFBfX09BQQEajYZx48ZhsVjYvXs3NpuN0NBQIiMjycvLo7Cw0Oc32EIMpqamJhobG9FoNMTExPS+wSBSFIXIyEhKS0upqakhMjLSp/GMRj6/gi0pKeHPf/4zRx11lK9DGbZkNjchxjZDcjIRV/4SgOJbf0fTf//r44hGhp9Pc1YDFNS0UNPkHKamqiqFhyqTUqOMAPzy2HHccupE/nLZHHdVksuSow5XD+wtNfHrd7e5vy6oael3TP/eVcqU+78i/d4vOOrB/zDpvi/7vY+RTGZzE0OtP5VJDZ99RtHN/9cpkdRezYsvUvXcc52qRFu2baf6b897LAs8/ngCZs4AcPcPiY6OJjg4uM/x+/v7M2XKFDQaDQ0NDezdu9c9VK47gcceS9qa1cSsWIEmKKjHdR2NjVQ//zwFl16G5VCMom+CgoKYPHkyc+bM8WjMnZ2dzc6dO2ltbSUgIIAZM2aQlJSEVqultbVVruHFqFZRUQFARETEkE580B1XAqm2tlaq+wfBoFUm9aSpqYmPP/6Yt956i++//15+sL3QaDSdyqFlNjchxpaoX/2K5p82Y969m9K77mb85/9GFx7u67CGtdOmHn4i9vXeCi4/JoWGVitNbTYAEsOcySStRmH5zyd1uY/lP5/MG5u6nk1vX3n/bwh+8+72Tsv+9l0OF89PJiZk9FcFuGZza6+srEwSSmJQqKra58qklu3bKbvvfo9Z2ADQ6+HQPlxqXvgn1pJSAmZMx1ZdQ1t+Hk3f/wA2m8d60bf9DnDOKFdZ6ezVlpyc3O/3ER0dzYIFCygtLaWoqIjCwkJiYmII6iFRpDEYiLzuWkLOPIPiW3+HeffuHo/Rlp1NwdKLSX7pJXcCTPRdSkoKdrudgoICd7WlXq9n5syZ7t+9yMhIKisrqa2tJTQ01JfhCjEoHA6He4hb3KHhvb4WFhaGRqOhtbWV5ubmHv9uiv4bssokh8PBV199xRVXXEFcXBzXXXcd3333HQ6Hg9mzZ/PUU08NVSgjjms2t/YfMsRNiLFFYzQy7o3X0UVHY6+tpeSWW30d0rCnKAo3nJgGwN7SBgCK65yNcSMDDQQYep+aNtSo588XdV0566pw6o+IwM43tE/9Zz+nP7u+3/vqr++yK3j080xsdu8mblotdprbbL2viHOIdsfzWV96x4j+yc/P56WXXuKGG25g1qxZ6HQ6FEXhkUce6XXbTZs2ce655xIdHU1AQADTpk3j4Ycfxmw297hdVlYWV1xxBfHx8fj7+5Oens4dd9zRa5+KkpISbrzxRpKTk/Hz8yMlJYWbbrrJKzP82Ww2d6Kyp8oka3k5xb+9BbVD0ij4zDOZtHED8Y887Gyo1o5pzRoqHnucmpdeomntt50SSeFXXUnAzJkA1NTUoKoqISEhA34YaDQamTBhAtHR0aiq2mt1kos+IYFx77xN5P/d7J5Rrjv2+noKr7mG5s2bBxTjWJeamsrUqVNJSEggJSWFefPmEdjue96+GbAQo1FdXR0WiwW9Xj9shpTpdDp3LDKs3vsGPZm0fft2li9fTmJiIosXL+a9996jpaUFg8HAPffcw969e8nIyOC2224b7FCEEGJE0xiNJD77DAAtW7bQsm1bL1uIeeOc1Vs/5tUAUFLvTCYlhvd9VpEL5iQS2EXiqai2tYu1exZm7PqGtr7FOugNva97fSsv/TefF/+b1+06TW023v7xIFWNbd2u057DoTL34W+Y/sDXtNmkIflw8dxzz3HjjTfy8ssvs2vXrj7PYvPOO+9w4oknsnr1avz8/Jg6dSoHDhzgD3/4AyeddBItLV0nUNetW8e8efN49913sdvtTJ8+nfLycp5++mnmzZvnHvbQUWZmJkcddRQvvfQSjY2NzJgxA5PJxIsvvsisWbPIzs4e8PcADvdL0ul0aLVdJ48dra0U//o32KurPZaHX3klic+sRBscTNhFFxH30B87JZS6E3jyScTccYf769raWsA57ONIpaWloSgK1dXVfU5KaAwGYm69lYkbN5D68UekfvwRk7dlkPbZpxgODc9ycTQ3U3TDjTSuXXvEsY41iqIQFxfH5MmTSU9P7zR7lcwsJUY7V1VSbGwsGo3Pu+m4uR5alZeXu88LwjsG5adcXFzME088wYwZM5g/fz7PPfccFRUVhIWFceONNwIQHh7Oo48+ytSpUwcjBCGEGJWM8+YRtvQiAMofehhHW99u+seq49Kj0CiQW9VMYU0LJYcqkxLD+p5M0mk17H3oTHY+cDoAZ053lm5XNbX1e5h2TVP3MyeVNfRc+eEtf/5qX7ev3f3xLu77dA8LHu3bjWSbzUHroSRYaf3QxC96FxUVxZIlS3jooYf48ssvufDCC3vdpqCggGXLlmG32/nzn/9MUVER27ZtIycnh8mTJ7NlyxZWrFjRabvGxkYuueQSWltbueWWWygpKSEjI4PCwkJOOOEE8vLyWLZsWaft7HY7S5cupba2lgsvvJDS0lIyMjIoKSnhggsuoKamhksuueSIhkC6+iX1NMSt8smnMO/d67Es8IQTiL1rhUeT5PClS0l48kmUHiqcFIOByJtvIvmvf0Vz6JgOh4O6ujrAO8mkwMBA9/CRvlYnuWj8/AiYPp2A6dPRGI34T55M6gcfYDzuWI/11LY2in/zWyqfeRZVkh5eYzQa0ev1OByObhOzQoxUFouF6kNJ+eEyxM0lIiKCoKAgbDYbhYWFvg5nVPFaMqmpqYnXX3+dU089ldTUVO69914yMzPx9/fnoosu4tNPP6W8vJwXXnjBW4cUQogxKeq3v0UbHk5bdjalK+6Si/0ehAboOSopDIDnvs05XJnUj2RS+30VPL6Ypy6eBYClXSKlL+wOFZPZ+UTsqKRQ1i4/Cb92M7lVmgYvGWN3eCa96lu6Tmr9e1f/SsAttsM3+jI30fBx3333sWbNGu6//37OPPPMPvWIePLJJ2lra+P000/nzjvvdCdSxo0bx6uvvgrAiy++2KnK6IUXXqCqqoqpU6eycuVK93CyyMhI3n33XXQ6HZ9//jnbOlRS/utf/yIzM5PIyEhee+01jEZnD7PAwEBef/11IiMj2bVrF5999tmAvw+9Nd9u3riRunff9VhmGDeOxJVPo+g6txUNXbKY8WtWE3HNNQQefxzGo48m+KwzCbv4YmLvv48JP3xPzO9+h9IueWUymbDZbOj1+n413u7JuHHj0Gg01NXVuRNVA6UNCiT5n/8k+OendXqt5p//pPTue6S3qZcoiuL+t9jY2OjjaITwrvLychwOByEhIV77W+ctiqKQluZse1BUVCT//rzIa8mk2NhYli1bxrp161AUhdNOO43XX3+diooKPvjgA84555w+zaQhOisrKyMpKcnjo+PUykKIsUMfE0PC44+BRkPj119Tv+ojX4c0rE2OdV7UfLyt2N3nqD/D3DoKNGjRa5032nUtfS+Xbmi1unv7fvx/xzMhJpjv71zoHjnTYhm8pKCp1TNOV++ogXLdXLYf2vb9vkpaLD33Tlq5cmWn85n0MPA9VVX55JNPALqsIjr++OOZMmUKVqu1U3LnX//6FwDXXHNNp6FkKSkpnHaaM0nx0UcfdbndxRdf3OnGIzg4mKVLlwKwatWqgb6tHptvO1pbKf39fR7LFH9/kv7+PNoemiMbUlOJvfsuUl59lXFvvkHSM88Q/9Afibjiii4nRXANcQsPD/fasI+AgAASEhIAyM3NPeIhUxqDgcRnniH0ggs6vWZas4aaf754RPsXh7l+1+VmVgx3VquV3NxcNm/eTHZ2do/Dw1RVpbS0FGDY9kGMjIx095zLzs6WoaZe4rVkUmur88I0PDycN998k6+++oqrrrpKOqZ7gcPh6DSVskwrKsTYFnTyycTceScAVc88g+0In06PZnecMdn9+TeZzqqK5HDjgPenKAphRufNaV1z98PWOqo9tG6wvw691nn6jQ8N4OhU59CX5l4SMUeiqUOD7E+3d93cuH3FVneNus1WO6c8/QO3vr+dVzcUuJc/uCaTW97b0WMcJpOp0/lMZnLzvcLCQndS74QTTuhyHdfyn376yb3MZrORkZHR7+0AfvzxxwFt1x89VSbVvvkWtg6JzJg77sCvQw+hI+XNfkntpaSkoNPpaGxsJCsra8D/jlyJYUWnI/7RR4i9917oUJVV9eyzNH777RHHLCSZJIY/VVUpKirixx9/pLCwkObmZsrKyti5c2e3CZi6ujpaW1vR6XTExMR0uY6vKYrCpEmTMBgMNDU19XuYsOia15JJ06dPR1VV6urq+OUvf0lycjK33367+yJDDJxGoyExMdHjY6CzgQghRo+IK3+J38SJ2BsaKH/oIV+HM2xFB/sR3qHx9dxxnSsI+sO1v9p+JJMO1jQDzpnk2gv0c964tbQN3lOyRrNnMim3qqnL9WJC/Nyfd0xAuXyXXUl+dTOf7SjlhR9yPV5bm9V1o2WXkJCQTuez4dSkc6zKyckBwM/Pz13x0tH48eM91gVnnyXX02rX633ZzmKxuPtW9LZd+2P0V3eVSY7mZmpeftljmfHoowm//LIBHac7FouFpibnvzVvJ5P8/PyYPn06Go2GqqoqDhw40K/haHa7nd27d/PDDz+wd+9ebDYbiqIQcdWVJP3tr52ajZfcuQLzvu77rYm+cT1kb25ulkS6GJZycnI4cOAANpuNoKAgJk6ciF6vp7Gxkdzc3C63cT2MiI2NRdfFEOHhwmAwMHmy8wFjcXGxzKzoBV67gtu9ezfbt2/ntttuIy4ujtLSUp599lmOPvpoJk+ezEMPPcSBAwe8dbgxJT4+vtNUysuXL/d1WEIIH1N0OuL/9CfQamn88itad+3ydUjDVmjA4WSS0aAlIrD7hrx9ERbg3H7NztI+b1Pd5GyWHmDwvNAyHpopbigrkybEdF013NpuqJ2ptet4rN1ULPXF8uXLO53PhmtJ/Fji6rsTFhbm0XS6vfBDQ7ja9+hp/3l4F0O8utuuoaHBfSPd23YOh6PXauyu2gEkJSWxbNkynnnmGS644AKPFgENa/6No0NlSOw9d6N4ObFZV1eHqqoEBQXh5+fX+wb9FBERwdSpU1EUxV3p11c5OTlUV1ejqiqVlZXs3bvX/TMJXrjQXfnqora0UPx/v8J2qNJKDExAQAA6nQ6Hw0Fzc7OvwxHCQ2VlJSUlJSiKwsSJE5k3bx5JSUlMmzYNgNLSUneC3KWtrY2qqiqAbh9GDCdRUVHExcWhqip5eXk+7wnX1fD/rj6Ga0sAr541Z82axdNPP01RURFfffUVl156KQEBAeTk5PDHP/6RyZMns2DBAm8eUgghxrSAmTMIWXw2AA3//rePoxm+Vt18vPvz5y6dc+Q7PHS/vSqjuM+bVDU6k0lT4zz7wwQeSi55o2dSVWMb67IrcXRouN3U5lnZUWFq67I6qX0FU4u162SSQ5rxjjpms7P5e0+znrmSIa62Bu2362nbI92u47Zd6aodQElJCU1NTR5DK00mk7OK/v33PbYPWrgQ/0GYXXiwhri1FxMTQ/qhoXl5eXke39vu1NfXU1ZWhqIopKamotVqqa2tJSsry31jFXHtNYSef77HdtbSUsofetj7b2IMURTFPdSt4025EL5kNpvZv38/4BxGm5SU5K4cjoiIcPcb6jg8rLy8HFVVCQkJGTHtbdLS0tBoNNTX1x/xJAZHqqvh/119DNdKxkGpLddoNJx++um88847VFRU8Nprr7Fo0SIURXEPe6usrOTUU0/l9ddfl3HDQghxBEJOd05Zb1rzbxwy3XCXooP9KHh8Mbl/OpufT4s94v1dc3yq+/P2M5r1xJVMig/z91hu9DtUmdTNsLL+OOdv/+Pa17ewZpdnxVTHYW6rd5Zy6tM/kHHQ8yKqfXVUk9nm0WDbxWbvOZl0zt/+x9rMnoe7ieHF39/5O+nqMdSVtrZDlXUBh/tqubbradsj3a7jtl3pqh1AYmIiUVFRhISEEBER4W4R0LpjB23Z2R7be3t4Gzj7jgxFMgkgKSmJ0NBQ7HY7xcU9J7gdDod7yGF8fDxpaWnu4XKVlZXuUQSKohD3xwcJmD3bY/vGr77C9PV/BuV9jBWuG25JJonhQlVVsrKysFqthISEkJqa2mmdtLQ0FEWhurraPTxMVVV3xcxIqEpy8ff3d8dbUFDg0+qkrob/d/UxXFsCDHpUgYGBXH311axdu5bCwkIef/xxZsyYgcPhYN26dSxbtoy4uDguu8z7J3IhhBgLgk4+GX1iIva6OprWr/d1OMOaVuOdCezPmhHn/rykvm8zo1UeSibFBHsmk7xZmVTW4KxK+HJ3ucfyjskkl/c2F3p8bW2XGLvohU1Mvu8rzFbPuHqrTNpV3MD1b27tc8zC91xDyurr67u9qHY9vW0/LK3959093e1qu9DQUPeFcW/baTSaXvtEdtUOoLi4mAcffJDbbruNrVu3ulsENHzyqce2+qQkAn/2sx73PxBNTU1YLBa0Wi2hPcwO5w2uCiNwDkPpKSlYVVVFU1MTer3ePVV2ZGQkU6ZMQVEUiouL3UkwjcFA0l//gjYszGMf5Q89hKWXpJXoniSTxHBTUlJCfX09Wq2WqVOndpm4CAwMJC7Oee3jGh5WU1Mz7BtvdyclJQWNRkNDQ4P7b54vdDX8v6uP4doSYEhTXAkJCaxYsYJdu3axbds2fve73xEbG0traysffvjhUIYihBCjhqLXE3zmGQA0frPWx9GMDYqiMCnWeUNQVNu3ajBXZVJ0sGfvFG9WJrl0vA5sOVRxNC7Scxa7jqk1Sxf9kDomy46gZdKYZrVa2bhxI3/+85/59a9/zcUXX8wvfvELrr32WlasWMH777/fr5433jRx4kTAWQ3kmt65o7y8PI91AVJTU90zpble78t2BoOBlJSUPm3X/hj9oaqquwG3qyGso60N01dfeawXdtFFXu+VBFBTUwM4k2hD8UQ5PDyc4OBg7HZ7j79HrsqlpKQkjyGGsbGx7if1+/fvd8/apIuOJvb3v/fYh72mhsJrrsVaIRWIA9E+meTrfi1CNDY2uv/epqenYzR2P9ttamqqe3hYbW0tBw8eBJwJfa1WOyTxeoufnx+JiYmA76uTRjKf1UvNnj2blStXUlxczBdffCGVSUIIcQSCTzsNgKb161Ftg9fIWRyWFO684Cqu61tlUkOr88Y2LMDzxtiblUkuHZsou/adFO45XEinPXwZ4HCoWLsYwqbpsC+7XHD1y7p167jiiisICwvjxBNP5J577uEf//gHH330EZ9//jlvvPEGTz31FFdccQUpKSnMmDGDlStXUl1dPWQxpqSkuJ84b9iwoct1XMuPOeYY9zKdTsfcuXP7vV37r/u7XV/Z7Xb3zYErGdX0ww84OjTzDv3FkgHtvzeuZFJkZOSg7L8jRVHcCbri4mJsXZwHGhoaMJlMaDSaLoekjB8/Hj8/P1pbWykqKnIvD1mymKBFizzWtRYXc/DKq7D6KAE6khmNRjQaDTabrdd+YEIMpubmZnbu3IndbiciIqLXoWr+/v7uBMyuXbswmUxotVqSk5OHIlyvS05ORqvVYjKZ3H+zRf/4fPCdRqPhzDPP5O233/Z1KMNWV7OUuGYkEUIIgICjjkITEoKjsRFzZqavwxkTEg71Pipr8LwZ2Ffe2GloGBxO6AT6ec7mFjAIs7l1TAC5ZmmbHOs5XEivPbxeV1VJAPYOTR/bunhvfdXVrCXDdYaSI7VmzRpmzJjBaaedxnvvvYfVamX27NnccMMNPPDAAzz33HO8+OKLPP7446xYsYLFixcTExNDZmYmd9xxB0lJSdxyyy3uWXIGk6IonH+o2fIrr7zS6fWNGzeSnZ2NXq/nnHPO8XjtggsuAOD11193V7O4FBYWsnats1rywgsv7HK7Dz/8sFPvzMbGRlatWgXARRddNKD35KpK0mq17ifmTd9+67GOccEC9IdujLyptbXVPQPdUCWTAKKjozEajdhsti4rzFwVSzExMV02PtfpdO5m3kVFRe7hcoqikPD4Y/hNmeKxvrWwkIIrfklbN9VlomsajYbAwEBAhroJ33E4HOzdu9fdJ2n69OndzubZ3rhx49zVdYqiMGnSpEGZrXIotK9Oys7Opri4eNg2uh6ufJ5MEr3rapaS3qbJFUKMLYpWS+AxRwPQ3M2TfuFd8aHOKp/yhsOzJ73wQy5nPLueKfd/1WlGNVeyKNDPsxTcW5VJ7Uu0O7aGcu07qMOxde2G31i7SSbZOryPtj42HO9KV7OWjMYLt5NOOonzzjuPgoICLr74Yj755BNMJhMZGRm88MILPPDAA/z2t7/l+uuvZ8WKFTz++OOsXr2asrIycnJyePjhh5kwYQJ/+9vfmDBhAp999tmgx3znnXdiMBj4z3/+w5NPPun+fTp48CDXXXcdANdff727gsnl5ptvJioqiqysLJYvX+5O4tTU1HD55Zdjs9k466yzmDdvnsd2F154IVOmTKGmpoZrr72WlkOTBzQ3N3PttddSU1PDjBkzOO+88wb0fjoOcVPtdpp+8OwpF3zGGQPad29cCdLw8PAhvclqX51UVFTkkdxra2ujsrISwH3z1JWYmBiCg4Ox2Wwew+W0oaGkvPwShg6NeW3l5eSffwFVf/kLjh56NQlP0jdJ+FpFRQXNzc3o9Xpmzpzp/lvZG71ez9y5c5kxYwbz58/vdE4YaVJSUggODsZqtZKTk8PevXtH5XXJYPFaMmn8+PFH9OF6EiI662qWkt6aUQohxp7AE08EoOHfn8vY7yEQG+KsTFqVUczKb5zT6T7+5eFZospNnlN0t7Q5b+yMBs8LNlfPpJYjrExqP0TN3iEB5EomBRh0zBsX3m69wxdM3c1K13FfXVVd9VVXs5YM1xlKjsSePXu4//77KS4u5r333uPcc8/1mMGsJ+np6fz+979nz549fPvtt8ybN49du3b16/gbNmwgKirK/fH+++8D8Nhjj3ksbz+UKS0tjZdeegmNRsOKFStITk5m7ty5TJw4kX379jFv3jyefPLJTscKCQnh/fffx9/fn7/85S8kJiYyf/58UlJS2LBhA6mpqbz66qudttNqtaxatYrw8HA+/vhjEhISmD9/PomJiXz88cdERETwwQcfDPj3wzXMyzXErXXnLuz19R7rBC1cOKB998Rut/t0dqPY2Fj8/f2xWCyUlx9uxF9SUoKqqoSGhvZ4Ddk+IVVSUuIxXE4XFUXKm2/g167/FYDa1kb13/9BwYUX0bp7j5ff0egUHBwMSDJJ+Iaqqu6//ykpKV1WKvZEq9USHR3tToqOZK7k2KRJk9BoNFRXV3ucG0XP+paC7IOCgoIj2r4vZXVjlWuWEiGE6EnI2WdT8fgTWHJzaVr3PcGnLOp9IzFgye36D/3l2xyW/3wS0cF+7kbbB2taSAhzrmO1O9zDyIyGbiqT2o6sMsnWLjFk69D7qNV6uCrq9WsXMPPB/xxafviY3Q9z814yafny5SxfvtxjWVJSks8aTw+WgwcPum8Wj8SiRYtYtGhRp2FgvbFarV32f2hpaXFXAAGdhqVdddVVTJgwgccee4yNGzeSmZnJ+PHjueyyy7jrrru6TYideuqpbN26lUceeYTvvvuO3bt3k5iYyPnnn899993nMZNbezNmzGDnzp089NBDfPnll+zevZvo6Gguvvhi/vCHP5CUlNSv993xewDt+iV9/73H634TJ2JI8v4QN9fwMH9/f6Kiory+/95oNBqSk5PJycmhqKiI+Ph4VFV1D3vry/c0KiqKgIAAWltbKSsr8+iHoo+JIeXNNyi68SbMu3d7bNeWk0PBxRcTet55hF96CYbx49F64d/BaOSryiSHw0FpaSnV1dUEBwczbty4PlekiNHDZDLR3NyMVqsdtrOEDSVX4YZGoyE7O5uDBw8SFxc3YofvDSWv/fV47bXXulyuqirXXXcdkyZN4p577vHW4YQQQnSgDQoi/NJLqX31VaqeWUnQooWSqB9E4yIDOy1rP1Ss/Sxo7YewdapM8lLPpPaVSR2HrDUfSlQF6LUE++u5b/FUHvk8C7P18HpWW9fVbC0WO29sLGDxUfFEBfl5bCO6FhwcTFlZ2RFdpN92220888wz7v31x8KFCwdcnXj88cezZs2afm83ffp03nvvvX5vl5yczEsvvdTv7XrTcZhby9atHq8HLTzZ68csKysjPz8fODzrkS/Ex8dTUFDgbqRtsViwWq0EBAT0KcGl0WhISUlh3759FBcXd6og1IWHk/Laq1Q8+icaPvsM2g8JUVUaPvmEhk8+AcCQlkbUr/6P0F/8wuvvcyQLDAxEURTa2tpoa2sbkptWu93O3r173Ynmuro6qqurSUhIcFesqapKbW0tzc3NxMTE9LmiUowsrurJ6OjoAc2WOVrFxcVRUlJCY2MjpaWlpKWl+TqkYc9ryaSrr76629euu+46YmJielxHCCHEkYv6v5upfest2nIOYC0pHZQn78IpNsSPM6fH8dVe51ASu0OlvsXqfr2i3TA31xA2vVbBoPO8wXQ15D7iyqR2CSRrh2oiVwNuVyLL1fTbszKp6+Mve30LzRY7D6zeS8Hji/tcmWSzOzxmixtrFi1axPr164mJien3ttdffz2vvfaaO5kk+q/9MDfVYsG8x3P4lfHoo716vPLycvbt2wc4q3982UdEq9WSnp5OdnY2WVlZKIqCwWBwD+Poi9jYWPLz8zGbzZSUlHSarUkbFETCY38i4pprKL37btqysrrcjyU/n9I7V2DJLyD6lt8e8XsbLXQ6HQEBAbS0tNDU1DRoySRVVampqaGqqgqTyURLSwtarZbExEQqKipoaWnhwIEDgLNZvM1mo6GhAXBW2c2bN08SSqOMzWZz90+TqiRPiqKQnJxMZmYmpaWljBs3blQOxfcm+e4IIcQoog0Oxn/aVABMX3zh42hGN0VRePbS2e6vM0s9J0ZwDXeDw5VBHauSAALbVSYdSa+r9o2yO8641nJomJurCircaOgUY3eNtZs7NAbvawPujo27x5r9+/ezaNEi90V7X9jtdi6//HJeffVV9wxkYmDaVyaZs7JQOzSHDjjqKK8dq7a2luzsbFRVJSEhgQkTJvi8KjQuLo6wsDAqKyupq6sjMTGRiIiIPm+v1WpJPdRsOzc3l9ra2i7X8588ibQP3id6+XI0RmO3+6v++99p+uGHfr2H0W6wh7o1NTWxc+dOdu/eTXl5uTuRNHPmTNLT01mwYAFpaWlERUWhKAo1NTU0NDSg0WjQaDRYLBZyc3MHJTbhOxUVFdjtdoxGI6Ghob4OZ9iJjo7GYDBgsVi6HC4uPEkySQghRpnwSy4FoPpvf8MmJ8JB5a/X4q93nkqzyz2TSZWNnSuTAg2dEwTGQ5VJDvXIZkprP7StY/VQi7syyXn8cZHOm76i2sP9c7prwN1RXyuTOvZaGmvmzp1LVlYWp512GtXV1b2ub7FYuOCCC3j//ffR6/W8++67QxDl6NW+Z1LL9u0erxnS09F66SbKYrG4E0lxcXFMmjRpSBNJvSWg7XY7VquV6Ojofu87ISGB2NhYVFVl7969NDc3d7meYjAQdeMNpH/9FRFXX4V+XAp08T2oeOxxVNuRDecdTQYrmaSqKiUlJWRkZFBXV+fuBzNlyhQWLFjg7mGm1+tJTU1l5syZzJ8/n+TkZNLS0jj22GOZO3cuAFVVVbS2tvZ0ODGC2Gw2Dh48CDhndfR10ns40mg07spSV6850T1JJgkhxCgTev55GNLTUS0Wqp591tfhjHphAc4qn6wyzybJlabOlUkBXSSTAvTadusN/EarfdPt1g4Jn47D3EL8nT0S2vdystr7lvwxS2VSn6xdu5Y5c+awZ88eTjvttG4rOwBaW1tZsmQJa9aswd/fn08//ZSLLrpoCKMdfdoPc2vdsdPjtYA5s71yDIfDQWZmJm1tbRiNRiZOnDhkN2eqqrJ//35++OEHfvrpJ4qLiz1mXistLaW+vp6goCCioqLcPVL6Q1EUJk+eTFhYGDabjczMzB6nzNZFRxN7zz1M+PprJu/cQcwdt3u8bikooP5f/+p3HKPVYCWT8vLy2L9/Pw6Hg8jISI4++mgmTZpEfHw8AQEBXW4TFBTEhAkTSE1Nxc/Pj+DgYCIiIjyat/eF3W6npqaG/fv389NPP7FhwwZ2794ts9YNA83Nzezdu5e2tjYCAgJkiFsPXDNx1tbWSjK1F5JMEkKIUUZRFKJuvAGA+lUfUfPyyz6OaHQLD3Qmk17dcKjx7qGqn8p2Q8hclUldDXPTahR3dVOLZeB9k9rP5taxwsmVpHIls/wO9W1qs9ndlQ19rUxav7+q07IVZ07utGysVyaFhYWxdu1aZs2axa5duzjttNOoq6vrtF5jYyOnn346a9euJSgoiC+++IKzzjrLBxGPLh7D3Dr2S5o92yvHKCgooK6uDq1Wy/Tp04d0VqzKykpKSkpQVZWWlhZycnL48ccfyc/Pp7q62t0HZ8aMGfj7+1NVVYWlw1C/vtBqtUybNg29Xk9TUxMHDhzo03BcjcFAxLJl+M+Y4bG8+u//wNHW1s1WY4srmdTa2uqRCDwSjY2N7mnN09PTiYuLIycnh9zc3B4TgV1x3VCXl5f3advm5mY2b97Mrl27KCkpoaWlBYvFQnV1Ndu3b5eEko+oqsqBAwfYvHkztbW1aDQapkyZIkOpexAQEOAeFjyQRPxYIskkIYQYhULOOgv9oQvByqeexjrKpl4fTuJDPZuTzkh0Dp+pMJndN12uSiFjF5VJgHuGtKYjqExqX1nU1mHGtY7H99M5/+9QD2/XXQPu3mg1Cr9aOKHTcptdZn0LDw/n22+/ZebMmezYsYPTTz/d3dwWnE89Fy1axIYNGwgLC+Obb75h4cKFvgt4FHElk7QWC9biYo/X/KdNO+L9m81m90375MmT3YmB/mifBNq+fTu5ubmYTKY+DV3Ly8sDnLPhTZw4kYCAAKxWKwUFBezevRuHw0FMTAyTJ08mODgYh8NBeXl5/98o4Ofnx+TJzoRxSUkJBQUFfdpOURRilt/mscxWXk79Bx8OKI7Rxs/PDz8/P1RV7XYIYX+oqkpOTg6qqhIbG0tISAiZmZnU1NRQWFjonmmwryIjI929Y3qqrARnQmznzp2YzWYMBgNxcXHMnDmTuXPnEhoais1mIysrC/sAzzNi4CoqKtx/q6KiopgzZw5hYWG+DWoEcFVulZWV9TsRO5ZIMkkIIUYhxWAgbfVq99eN33/vu2BGufZNrAHKG5y9ktpsDkxmZ3LIlSzqaphbe9e/sbXH13vSfpib2WZvt9zhThi5htT56Q+f/tsOrdvXyqSOtIeG9SxIDfdYfiT9n0aTiIgIvvvuO2bMmEFGRgann346JpOJsrIyTjrpJLZt20Z0dDTr1q3jmGOO8XW4o4a70qNj4kOrxZCeDjiHF+Xk5LBp0ybWr1/P1q1bOXDgALW1tTgcDurq6iguLu7yRr+goACHw0FYWFi/Z+wzm81kZmayefNmiouLaW1tpb6+nsLCQjIyMti6dWuPjduLi4sxm834+/uTlpZGUlISRx99NNOnT8d4qAl2dHQ0kydPRqPRuCtMysrKBtzkPzo6mokTJ7rfe319fZ+2Mx53XKeZ86r/+U8cLS3dbDG2eHOoW2VlJQ0NDWi1WsaPH++uInMNbSsuLnYnWftCo9EQGxsL9FydYbPZ2L17N21tbQQGBrJgwQKmTp1KVFQUoaGhzJgxA4PBQFNTkzsRabVaMZlMklwaZK6ENeDujxUSEuLjqEaGqKgodzK1uMMDCXGY1+pxTznllB5f3717d4/rKIrCt99+661wRpWysjKSkpI8li1fvpzly5f7KCIhxEigDQok5s47qHzyKZrWfU/EFVf4OqRR6eyZ8ewuOVxt8sRFR3Hq085Zi2b98T8UPL7YXRnkr+s5mVRSP/Cx+db2w9zaVSa1r1gyHBre5hrmBs6kTzBgObReiL/OnQTrC9esuQ+dO4Oznvuve/kDq/fy6jULPNZduXIlK1eu9Fg2FkrIIyMj+fbbb1m0aBFbt27l5z//ObW1teTm5pKYmMjatWvdlR/iyDkcDncyyX6ogsfFb3wa6PXk5OR0ukFobGz0GCbkoigK6enpJCcnA84bf1eVz/jx4/vcJ8lsNlNaWkpxcbH7JjoyMpL4+Hh3r5nq6mqamprYu3cvFoul0/VfW1sbhYWFAKSlpbmHqmg0GmJiYoiOjsZut3sMuYuJiSE3N5eWlhbq6+vdDZj7KykpiebmZkpLS8nNzWXu3Lm9vndFUYj+3a0cvPzw+cdeU0Ptm28RdfNNA4pjNAkKCqKmpobGxsbeV+6B1Wp1z7w2btw4mpubaWxsRKfTMXfuXHbs2EFzczMVFRWdfqd6Eh8fT1FRETU1NTQ3NxMYGOjxuqqqZGdn09zcjJ+fH0cddRQGg8FjHYPBwKRJk9izZw+FhYVUVlZiNpvdr02YMMGdtGpubqaqqgq73U5gYCDh4eH4+fkdybdmzLLZbOzduxebzUZoaCjjxo3zdUgjikajIS0tjX379pGfn09oaKjMftcFryWTvu/lqXdDQ0OP60g3+e45HA5KOgxRMZlM3awthBCHBS1cSOWTT9Hy0084mpvRdLgQFEfu5pPHMzcljJAAPVPju37i13QoORPo1/Vpd/nPJ7Hym/1cPL/vF/kddaxMUlWVClMb/8k8PLRFp3WeaxVFwaDTYLE53LOzuSqTooL8ekwmGbQaLO2GsLkqk9o3Egf4LrtzZYXJZOp0PhsrXNVHCxcuZMuWLYAzEfHtt9/KRb6X2e2He4FZcw54vOY3eTLZ2dlUVFQAzp9LfHw8/v7+NDU1UVdXR01NDRaLBZ1OR0BAAI2NjeTm5hIeHk5QUBB5eXmoqkp0dHSfbi4sFgv79u2jpqbGHVdoaCgTJkzwqBKIi4vDarWSn59PSUkJOTk51NbWEhMT456u/eDBg9hsNoKDg9034O0pitKpd5NOpyMmJobS0lLKysoGnEwCZwKrsrISk8lEZWVllzF0ZJw7l8CTTqR5/eFkc/U//0nIkiUYkhIHHMto4I3KJFdPHFcj+KSkJPbt2wc4f6cMBgMJCQnk5ORQWVnZr2RSYGAgUVFRVFdXc/DgQaa1GyLqcDjYt28fVVVVaDQapk+fjr+/f5f7iY6OJiEhgdLSUnciSaPRYLFYyMzMxGq1EhAQwJ49ezoNKTIYDOj1egwGg/v9uSrwRNdsNhu7du2iqakJg8HA9OnT0WhkQFJ/xcfHu5P8u3fvZt68ed02sR+rvJZMeuCBB7y1K9GBRqPp1HFfShSFEH1hGD8efVIS1uJimn/8keBTT/V1SKOOoigcMz7SY9nF85P4cOvhqoeGVufQgtAAfZf7cC0/sp5Jhy/A1UO9kM59/n9UtJtVTt/uYtL/UDLJNRzNlUwK8u/+0sDhUD0SSQAajTOZ5K/vvZlnSEgIiYmeN4+jtR/Bm2++2eXyq666ivvvvx9FUVi2bBk//PBDt/u46qqrBiu8Uc1VlaTVarHs3+/xmiUhgYqKCjQaDVOnTvUYohYYGEhsbCwOhwOLxYLBYECj0bBnzx6qqqooLi4mNjaWmpoaFEUhLS2t11hUVSUrK8vdcyY8PJyEhASio6O7fJCq1+uZOHEiBoOBgoICampqqKmp8VhHp9Mxbdq0fj2IjY+Pp7S0lKqqKqxWK3p913+LemMwGEhJSSEvL4+8vDyioqL61Mg3+tZbaf7v/5x/nAC1tZWim24i5bVX0fdzmOBo4komNTc343A4+n3D39bW5k5UKorCpEmTUFWV6upqAHeyLyoqipycHEwmk/t3u6/GjRtHdXW1OwEbFBSEVqulvLwck8mEoihMmTKl18TqpEmTiIuLw263ExQUhE6nIy8vj6KiIvdQLHAmWoOCgjCZTDQ1NWGxWLBYLDQ3N1NXV0dpaalHpaA4zGw2U1NTQ2lpKU1NTeh0OmbOnCnVXQOkKApTp05lx44dNDY2kpWVxZw5c6QIph1JJo0A8fHxMlZTCDEgiqIQtHAhdW+/Tf0nn6BarQTMmoVepoQdVL9ZNJEPtxa7Z2kzmZ3JpJCArk+7rl5KrUcwm5u1Q5KnzWb3SCRplMOJHwA/vRbMNveQONf23SW8gE6JJHA24IbDVU896WqIdlJS0qisVrrmmmt6veC87777un1NURRJJg2QO5mkKLR1SCbVBAUDzv4h3fU60mg0HhUWiYmJVFVVUVlZ6e4VlJCQ0GnIT1fKy8vdMyjNmTOnTw8DFUUhNTWV6Ohod88mRVGw2+34+fmRlpbW78qM4OBggoKCaGpqoqysjJSUlH5t315SUpK7wqSoqIjU1NRetwmYPp2wSy6m/v0P3MssubkUXnkVKW++iT52bCaUAgIC0Ol02Gw2Wlpa+tXIvbKykv3792O1WtFoNEyePJnw8HDKy8ux2+0EBAQQHOz8ff9/9s47vo36/v+vOw3LlmRblrx37DjOsLMDJCQFyg8oo2GFskdZZZTSMAu0jNBvgUKgBcoMUFbZlFlooSRNCCPTcRLbcTzkLcvae939/pDuom3Zljw/z8dDj1inGx85Z+k+r3u9X2+JRML//+v1ehQUFCR8nMzMTJSXl0OtVkOj0fCiEuAXbOfOnYvc3Nxh90NRVITgVBXILwsOiA520Xg8HjidTng8Hrjdbmg0Gr5EOCMjA0pl6I2cmQrDMOjo6EBPTw9/c0YoFKK+vp4YEMaIUCjEggUL8OOPP8JkMmFgYCDC5DGTGb8epgQCgUCYELLPWwfDm2/C+tXXsH71NejMTFR99imECVz8EUZHttQvyDg9/jIyTiSSimOISQFXD5etNBqCy9y4YwcjFITe8eaELmdYAPeIxaSAYKKSpeHsJcX4YPf0E4ZGQ1lZGbl7OUFwYpLIbI4IerblqiASiSIccvHIyspCWloa+vv7IZFIoFAoEnIl+Xw+voNWZWXliCd1Uqk0aVlaFEWhuLgYLS0t6OzsRGZm5qg7OnEBzwcPHkRnZyfS09MTKnfLu+UW2L77Dh51F7/MrVaj58YbUf7aq6BjlEhNZyiKgkwmg9FohNVqTUhM4srauBvNMpkMc+fO5bflxJ78/PyQzyCFQgGr1QqTyTQiMQnwl+QqFAoYDAY4HA4+hyc/P39MZT9cHllOTg68Xi9UKlWIO0skEoW46AoKCtDS0oK+vj60trYiOzt7xre4Z1kWhw4d4vMHs7KyoFQqkZ+fH7PskDAyJBIJKioq0NbWxjsyR+vunG4QMYlAIBCmOZKaGiguuACGN94AADBmM3p+czPK//4KKPJlmBJkYiFoCmBYwOzw8GJSrG5uR8Sk0Zd7eZlIZ1IwIjpU2BAHxCXOmcQJRbEELyB6x7dgt9PG8xYRMSlAou3TCcmHF5MGtaEvSCRgsrJQmJcXkSsUD5qmIZVKYTabwTAMjjrqqIQmEhqNBi6XCxKJZETiVaooLCyEVquFXq9HQ0MD5s+fD5VKNap95eXlQafTQaPR4ODBg9Dr9aiuro77exHI5Sh/5RWoL7scnq4jgpKzsRH9f/gDih5+eNwEWJZl4dPpQEuloCc4AyVYTBoOhmHQ1NTEd/srLy9HeXk5L6i4XC4YDAYAiBD4srKy0N3dDZPJhNGgUCjGlLcVC4qikJOTk/D6VVVV0Ol0cDgc6O3tHZPLbjrQ1taG/v5+viQrEWGXMHJKSkowMDAAm82Gnp6ehG4ozARIEheBQCDMAPLvuB2FD25AxtFHAwAcu3fD8tVXEzyq6QtNU7zDx+jwwB5wHIWHVHNwIpNzTGVuI3MmtWn97c679P5/uewkkZDC5Ssroh4jqphEzDeESQYnJgmDynEAwJufD1BUQiU5wTAMw5e30TSd0MSXZVm+fLOkpGRSuCcoisKCBQugUqnAMAwOHDjAZzmNZl+1tbUoLy8HRVEYGBjAzp07h+1KJiosRPlrr0EUJgCYP/4E+pdeHtVYRgLjdmPohRdw+ISfovXY1WhZthxdv7wS1m3f8uHo402iIdzc/9ng4CBomsa8efMwa9askHOru7sbLMsiKysrohSSKzGz2Wxwu91Jfhfjh1AoxKxZswAAarV6Sr+XsTIwMMCXCM6ZM4cISSmEpmm+pLe3t5fvyDnTIWISgUAgzAAosRjZ556L8ldehvJafztm0z8/muBRjQ6WYaB78UXo33xzoocSl+wMf8Cp0e7hRaJYzqTwkrPREO5M+vbwUMhzUYxMI1FAZPom0H1NQFG47+fzceaiooh1XVHEJAEp5YrK+++/P6YOTYTRw13kCwYGQpZ78vIgFotH3N65vb0dPp+P35ZzfsTDZDLBarVCIBCMuKQolQgEAsyfPx95eXm8ODHatvQ0TWPWrFlYtGgR0tPT4XQ6sXfvXr5bVyxE+Xkoffop0GFix+Bjj8G6dWuMrcaOu6sL6vMvgPaxjfAGSoLg88G2fTu6r7oKvevXw2e1pez4seDEJIvFElPQMpvN2L17N4aGhkDTNBYsWBAhHBgMBr70LZpbRywW8zlfo3UnjRWWZTEwMICGhga0tLSM+jMyPz8fcrkcXq93xrpAbTYbDgUy4SoqKkiOzzigUqmQnp4Oj8cTkh02kyFiEoFAIMwwss44HQBg3bYNbrV6gkczMpwHD6J53nwMPvoYNA9sgHXrtokeUkx4Z5LdzWchxRaTkhDA7Q2dhNz78YGQ58KwLkHHzfG7M3yMf7vGXv/k4oM9fjeFIEpXofCQbyC0zI1whHXr1kGlUuGkk07CX//6V7S1tU30kGYMnDOJ4gQDbnl+PnJyckbUMUur1aK7u5vvlCUQCKDVaofdrq+vD4C/HGyyZWvQNI3a2lpkZ2fzLcQdDseo95ednY2lS5fyk/vm5uZhXT5ps2ej6NE/A8FiNMOgd/0tcLV3jHos0XDs3Yu+e+5B+xk/h/PgwZjrWf71BTrPOQfmzz+Hp69vzE4ln88HvV4PnU4Xt2OlVCoFTdPwer0R/w9erxetra3YvXs3LBYLHwYcHjzt8Xj433thYWHM8kUuJ4tz2o033d3dfHfDvr4+7Ny5c1STci5rCQDfuWwm4Xa7ceDAAfh8PigUCpSXl0/0kGYENE3zJcu9vb0T5macTBAxiUAgEGYY4qoqpC9bCvh80L2c+rKCZDL4xBMhz7uvvnpiBpIA2RmcmOSB3e2f3MYsc0tCALcnzmQFiOy2xh3TGXZMizOQNxPFyeSJ4pwShIlJvz2xBgBQmjOxOSQTzd1334158+bhq6++ws0334yamhrMnTsXt99+O7Zs2UIs8imEE5MQEHQ4fPl5I8p88fl8OHz4MAC/04ObvA4NDcUVBzweDy84FRVFOvwmAwKBAAsWLIBMJoPb7ca+ffuO/N5GgUgkwty5cyEQCGAwGKBWq4edaMlPOAG5v7kpZBljsaD7V7+CNwH313B4DQZ0/+o6dJ5/AUzvvQ/W5Rp2G7dajd71t+DwCT/F4eNPgO7FF8GMoozK5XJh165daGhowL59+/Djjz+iv78/6nlD0zTfdS1Y5PF6vdizZw96enrAsizy8/OxYsWKqB3M2tra4HQ6kZ6ejurq6pjj4lx5E+FMstlsfCB9cXExVCoVWJZFc3PzqNxxCoUCubm5YFkWbW1tM2ZizwnANpsNaWlpmDt37ogEcsLYKCgogEAggNVqnTBRdjJBzjwCgUCYYVAUhdwbbwQAGN//AO5Avf1UwDekm+ghJExDtxEAcPv7+/h8omEzk5LYzS0cUUQ3t+gCljQwlnCRCAB6f39vxDI6rMxtZbV/oiOa4Re3GzZswO7du9HT04NnnnkGp556Krq7u/Hoo4/ihBNOQG5uLi688EK88cYbo86tIUTH6/UCbjcQ5iDy5uePSEzq7u6G0+nkO/lkZ2dDJBLB4/HEnURotVowDAOpVMqLBJMRkUiEuro6pKWlwW638xP90SKVSvksm46ODuzYsQN9fX1xhTfltddCfsopIcs8XV3o+dV1Y3LO+kwmqC+6GNbNm6O+Lp41C6UvvoiCDQ+AjtFlzzswgMFHH0PX5VfAO8K/0dbWVthsNgiFQgiFQjgcDjQ3N+OHH36Ieu5wjqFgkaetrQ1WqxVisRgLFy7EvHnzkJaWFrGtVqvlA5hra2vjhstzYpLVah2TeDhSWJZFa2srGIaBUqnE7NmzeYcVwzA4fPjwqMSgWbNmgaZp6PV6vpvZdEetVsNisUAkEmHhwoVRzwlC6hCJRHyJKZeLN5OZ2Vd6BAKBMEPJOOoopC9aBHg8MH/xxUQPJ2G8Rv/dalVADAMQ0fp7shBN3MkYppubx8dGLSVLhOG2E4aJQ9zz//u8GRV3fsYvf+uaY6KuDwD2g00Ry8JX454zM+Qu8XAUFRXh2muvxSeffAKdTodPP/0U11xzDTIzM/HWW2/h0ksvRX5+PtasWYNHHnkEBw4cGH6nhLh4vV4IdJHCs7iiIuGJl9PpRFeg4xgXckzTNF8+NDQ0FHPbgUBWU0FBwbh1JxstEokEc+bMAeCfGJnN5jHtr7i4GNXV1RAKhbDZbGhpacG+fftiCkoURaHo//4Iybx5IcsdDQ1oO/kUtK89E7oXX4Tz4EGwCYofLMOg95Zb4W5vj3ZAZJ17DirffQeyY1dBsW4dKj94H5KF9TH359i9Gx1nnQ3zf/6TkOBhMBig1WpBURQWL16MY445BrNmzUJaWhqfKxUufHAiDyc0cWVgADBv3ryYoe82mw3Nzc0AgNLSUl6UioVEIkF6ejpYlh1Xd9LQ0BAMBgNomkZ1dTUoigopHTUajXH/pmKRkZHBhyIfPnwYNtv4Z16NJ1arlQ/crq2t5TOwCOMLV+o2NDQ0bEbcdIeISQQCgTADoSgKWWeeCQCwfvX1xA4mAVzt7Wg9/gR4+/wX4Nnr1oGSSABgxHeMx4vTF0aWt0hiOJOCl3+6rw9//rIZDDMyMcY7zPrh3dzCy944uPK8aJlJvijLwh1M3OR5hMOfEaSlpeHUU0/FM888g87OTuzduxcPPPAAli1bhu3bt+POO+9EfX09KisrcdNNN+HLL7+c0Z2KRotfTAr9XPDJZMjKy0t4H1zodlZWFvKCtuM6wXHuo3BsNhtMJhMoipoynZWUSiXy8/PBsiwOHToU10k0HBRFobS0FEcffTSqq6v5srd4d/DpjAyUPPMMhFGCyl0tLRh89DF0nH0OWpavgPqSSzH42EZYvvoKHs1g1P3pX34Ztm2heXoCpRK5v/0tqv/7NYoefBB00CRcXFKCitdfR+EfH4R01SrQUQLavRoNen99E7qvvBLeOJlZnMsG8AvJMpkMQqEQ5eXlWLFiBfLy8vjSruCsoKysLFAUBafTyYtwgH/SGstNx7IsWlpa4PV6kZ2dnXCr8vEudQsuFy0tLQ3pMieRSFBSUgLA72YbzblXVlaGnJwc+Hw+PkdoOsL9fbIsi9zc3Ji5WITUI5PJkJ2dDZZledF3phLbBzkC/ve//yVjN1izZk1S9kMgEAiE4ZGdcDxw331wNDTAazBAOILyj/FmcGNQ9x0AwrxcCHNy4Onrg0+nAwIXo5OJo2fl4B8/doUsi+VMShPSoCiAZYHfvt0AAFhUqsD/m5f4ZNQTpdNaMOEZSNHK2AAgLdBZLlpmkk4SOckKL3OjeTGJqEnDUV9fj/r6etx99928a+nTTz/Ff/7zHzz11FN4+umnIZVKx+wWmWl4vV4IDKFiEpOTg8wY5Uzh2Gw2DA76hQrORcGhUCggFArhdrthNpsjnCCcQJCTkzOlyk+qqqqg0+lgsVjQ2dnJl6uNFpFIhNLSUggEArS0tKCrqwtFRUUhbexD1s/PQ+lzz6Hryivhi+FQYR0O2HfsgH3HDn6ZsKAAmT/7GRQXXQhxSQnsu/dg8PEnQrYTqFSofOdtiOLkV1EiEbLPOQfZ55wDlmXh2LMXvbfcEvK9AwC27d+h49x1KHnqSUjmzIHxo49g3bIFrN0BycJ6+E45BVarFSKRiHfM8GMVCjFv3jyIxWL09PSgtbUVCoUCYrEYQqEQcrkcZrMZBw8e5Msr4/0/mEwmmEwm0DQ9otyc7OxsDAwMjFveS1dXF/9+ogVFl5aWore3l/+7G2n3Q668b+fOnbDZbBgYGOCdI9OJgYEBmEwmCASCuLlYhPGhpKQERqMRfX19KC8vj/nZNt1Jiph03HHHjdnGS1HUuNbuEggEwkxHlJcHcXk53Go1nPsPQLb62IkeUkxYe2iHG4qiQGdnAX198E1Qi+PhKM6ODKCO1c2NoihIhIKQ/KIh6/BhscF4AlagcmUG1LrI0r/IMrfoE480oX+MFlfkd7JOEjkZjxST/P8SLWlkKJVKXHbZZbjsssvg9XqxZcsWfPrpp/j8888nemhTDq/XC0GYY9GXo0g4v6i7uxssy0KlUkUIUFyp28DAAAYGBkLEJIZhQkrcphJpaWmorq5Gc3Mz1Go1vF4vqqurxxzsW1BQALVaDafTOewkXzKnBpXvv4+hp56E+d//AZPAZ7t3YAD6l1+G/tVXkbFkCRwHDgDB8wmKQvHGx+IKSeFQFIWMJYtR+c7b6LvjDti2fxd6TI0Gnb84H7RcHjJG2/btYN56G4Kbfo2SY46BWCyOuu+qqioYjUZYrVZ0dnaipsbftCA7OxtDQ0NQq9V8rlC8/COuDLOgoACSgFM3EThnksVigc/nS+kk2OFw8OOsqqqKeiyRSISysjK0t7ejs7MTeXl5Iz7v0tLSUF5ejtbWVvT09KCoqGjSl5iOBLfbzXcEraioGNH/NyE1KJVKSCQSOJ1ODA4OorCwcKKHNCEkpcxtzZo1UR+rV6+GUCgEy7K8Qn/UUUehsrISIpGIX7569WqsXr06GUMhEAgEwgiQLFgAAHDub5zgkcTHq40sZxAELoh9psnp2pCmRU4CJMLYF+3hQlMM41BMvIHMpBNqo5fyhItH0TKRAL9LCgCU0siJkFsQ2eI83OFEnEljRygU4qc//Skef/xxvtyFkDh+MSm0GxijVCWUL+J0Onl3UVlZWdR1uEmDRqMJKUMcGBiAy+WCSCSK2nFrslNYWMg7sXp7e9HU1DTmDlk0TaO0tBSAX6QbroxJlJ+Hwg0bULP9W5T9/e/IXncuRDH+H0Lw+WDfsQNsWIae8tprIF2xYlRjF+bmonTTJhQ99iiE4SWLDBNV7KINBig3Po7MxsaYHem43CDA39aey/lRKBQwGAyw2+1QKpVxy5isVit0Oh1fVjgS0tPTkZaWBoZhUu567OzsBMMwfOe1WBQXF0MsFsPhcIy6bKigoABCoRB2ux2GJHQDnEy0t7fD4/FAJpPxZYGEiYWmab5b5+HDhzEwMDBjOgoGkxRn0uYonRK8Xi/OPvtsSCQSPPzww7jqqqsgk8n41202G1544QXcf//9yMzMxIcffpiMoRAIBAJhBEjmz4f5s8/gbJ7cE1ZvwI4vKi5G2aYXAQCCTE5MmpzOpGjQcRSi8E5v7mHK1sLhMpNEAho0FZlZFC76CGJkJnFiUjQX1e68ORHLwt8SdzOYiEnR+fLLL/HFF1+gvb0dVqs15sUnRVH4+uvJn2c22WBZ1u+2CCtzExUVJuR26OnpAcMwyM7O5h0c4WRlZSEzMxNmsxmtra2YN28e3G433w1tKpc8lJaWQiKR4ODBgxgcHIRKpRpz9lNhYSE6OzvhcDig1WoT2h8lEEB61ApIj/ILQV69Ho69DXA0+B/OxkYww4QtS3+yBrk33DCmsVMUhazTToP0mGPQe/NvYf/xx2G3oS0WaG67HRr4v2Nzb/o1ZD/5Scg6CoUCKpUKQ0NDaGtrQ11dHcxmMx/mO5yzjQthzs3NDckgSvg9ZWVhcHAQJpNpRB0OR4LVauWF2VmzZsV1CgmFQlRUVODQoUNob2+HSqUasftGKBSioKAAPT096OnpiRlaPtUI7lQ3e/bsMbsFCcmjpKQEer0eRqMRTU1N0Ov1qK2tnVH/R0kRk6Lx0EMP4bPPPsPXX3+N4447LuJ1qVSKm2++GYsWLcIJJ5yAhx9+GHfddVeqhjOl6e/vj1Ch169fj/Xr10/QiAgEwnQhrcqfx+AKhGNOVhizBQBQ9ve/Q1ziL5MQBMpPfCbjRA0rLhXKkXVZkYhCLz6srpGFiHLd3IQ0haYNp2DOPaFd+sIDt2M5k+Jd8Kscxohl4QIZHSeAe+PGjdi4cWPIspnSztlsNuPMM8/Eli1bErp7OZ1KNMYThmHAMExEALckgbv5Ho+Hd0XEciUBR0qV9u7di8HBQXi9XthsNrjdbkilUv5u9VQlNzcX5eXl6OjowOHDh5GTkwORKNKVmCgCgQAlJSXo6OhAV1cXcnNzRzzZEubkQH7C8ZCfcDwAf8c2V+thmD54H4Z334twJGX+/AwUPvggqDGMO/z4ZZtexODGx6F/5ZWQOl7JggXwmc3wdHVFbOc8cADd1/4KOZdfjrzbbgUVJDJWVVVBr9dDp9Nh165dsFgskEgkfOlMLILdcyN1JXEEi0mpgisXzc3NTSivrKioCBqNBiaTCa2trairqxvxMYuLi9Hb2wudTgeTyRRTEJ4quN1uNDX5u6gWFxcP262PML4IBAIsXLgQXV1d6OzshEajgVwuH/Xf5VQkZWLS66+/jtmzZ0cVkoI57rjjUFNTg1dffZWISTFgGCaiCwYJ4yQQCMlAUlcH0DTcbW3w9PZCNAlDKxm3G6zLnx8kyDySeUIH8k8Yi3VCxjUc6WIBrlhVgZe/7Ux4/WC+2N+P646rSmjbQYsT/Ub/5EMooJEmFCA/Mw0a85HcpQhn0jCTOQqRYka3PLKEThAjgDuaYGI2m+N2dZrO3HHHHdi8eTNycnJwzTXXYPHixcjNzSWiUZLxer0Aw4AOCxfOKK8Ydtu+vj74fD7IZLJhXQ3Z2dmYM2cOmpuboQ/kM2VkZGDBggVT1pUUTFlZGTQaDex2O7q7u8ccyF1cXIzu7m5YrVb09PTEFesSgaJpSObUQPK730H5q1/B/Pnn8HT3gEpLg2zNamQsXTqm/Uc9pkiE/Dtuh+L8X8DyzTdg7HZkLF2GjBXL0Xf4MKy33oa0GGWpfgGKQf7vfscvy8jIQElJCbq6umCxWHiR0mKxQK/Xx/wd9fT0gGVZKBSKhEPlw+FECZPJBIZhku6k8Hq90Aa63iU6saYoCnPmzMGOHTswNDQEi8WScM4ZR0ZGBgoKCtDf34+2tjYsXrx42M9Yl8sFhmEgkUgm1ecx172NE6mrqhK7HiCMLzRNo6KiAiKRCIcOHUJ3dzeKi4tnjDspZWKSWq3GvHnzElpXKpXyqishEpqmI0K9RvvlQSAQCMEIc3KQsXQp7Dt2wPLVV8i57LKJHlIEfC4FTYe0c6YDFnjGFfsO7kRz7xnz8UlDH4asw7d3TwvLU2roSeyO8f5eE05/8kgbbHHAgfTDXSeiZcCCk5/wd1yNDOCOf9EcrUztkCJychPpTOK2j9xnZmZmRABvf3//mFqRTxU++OADiEQibNmyBfPnz5/o4UxbvF4vaJMJVNg5JausiLudz+dDT08PAP/kN5FJZWFhIUQiEbRaLeRyOQoLC6eFkAT4rz1nzZqF/fv3o6enB8XFxWPqTicSifiA746ODmRlZSXNNSJUKJBz0UVJ2VciiMvLobz88pBlOocDhpt+jdK2doj+9z84Ghv5myAc+r+/CtkJP+VL9wB/+ZdUKoXNZkNubi4EAgF+/PFHmEymqOHYHo+Hd3OOxf0glUohEong8XhgtVqTPq/QarXw+XzIyMgY0b6lUiny8vKg0WjQ398/YjEJ8AdUc66rjo6OuEJoe3s71Go1AH/p4fz588fkwksmGo0GWq0WFEVh7ty50+azZbpSUFCAjo4OuFwu6HS6uBlh04mUSWZKpRL79+8fNkStt7cX+/fvnzZ1ramgsLCQr//lHqTEjUAgJAv5SScBAEyffjbBI4mON9AmWqDMCSkRoNL9YhLrHFnXs/EmmqgSDS6raKS8+WNoaUVwR7iMILdTpDNpGDEpwYFHZibFDuBev359xPfZTOmAYrPZMGfOHCIkpZhondxYkQiyYVyXPT09cLvdSE9PR15e9BD7aKhUKsydOxclJSXTbrKnUqmQlZUFn8/HZ/SMhYKCAuTl5YFhGBw8eDAkvHyiSIaQ7fV6/YHPNI2CCy9A+euvYc6OH5F/zz1AmDtB8+CDYIO6zVEUhYKCAlRVVSEzMxMZGRmQSCRgGAbGMHcd4BffvV4vpFLpmOZOXG4SgKjHGSvBXQ1H6vbh/v50Ot2oAo0lEgkfcK5Wq2Oeu1qtlheSAMBgMGD//v3w+XxgWZZv+97X1xe37HCksCwLl8sFj8cTsjy4q7nD4UBraysAvzg2GlGNML4IBAL+eoY7/2cCKROTfv7zn8Pj8eDMM89Ec3Nz1HWam5tx9tlnw+v1Yu3atakaCoFAIBDikHnqzwAAzsZGeHW6CR5NJN6AVV6oCr3LQ0vSAQCM0zHuYxoJiV4Mi0cpJoU7jGxBWUvBOUkiQWLd3DiOqUqsG1VkNzf/v4mKUTOF2tpaOByT+1ydDnDOpGAYhSKkxbrP54NarcaOHTuwb98+viU54A/PninlCcNBURRfaqXRaMYsvHBlTBkZGXA6nUnpFjdarFYrdu7ciS1btuD777/nM4hGg8FgAMMwSE9P5zsGUmIxci6+CPl33hGyrqu1FYZ33om5L4qi+EBsfZgoarPZ0BXIZUrUPRcPTkxKdm6Sw+GA0WgERVGjCm/Pzs4GTdNwOp2wh2VhJUpRURHvSGpvb4/47HU4HPz8tLS0FMuWLYNQKITRaMT+/fuxb98+7NmzBy0tLWhpacGPP/4Y8f8xUiwWCw4cOIDvvvsO27dvx7fffouDBw/CaDRi37592Lp1K3bt2oXe3l40NDTA6/UiMzNzzCWhhPGDO9/1en2IODidSdm35YYNG1BZWYmdO3di/vz5OP7443H99dfj3nvvxfXXX48TTjgBCxYswI4dO1BRUYEHHnggVUMhEAgEQhyESiVE5f6LFdfhtgkeTSS8mJQb2iaZ5pxJjslb5gYAiU6Vwp1JiozErPZ02ITC4Q4Sk4ImxeFi0nDOpGUVOfj5wuGDhMOPfyQzadhNZxQ33HAD2traonbAJSQPr9cLQViuJBXk4PB6vdizZw/fTU+n00GtVoNhGKhUqmG7aM00cnJyIBaL4Xa7xzyZBvwdt+bPnw+apqHX6zEUcJ6OJ06nEw0NDbBY/I0dHA4HDh48OOqxcNsplcoIgUdx0UVImzs3ZJn+xU0h7qRwOMfR0NAQHyjf1NSEHTt28O3hx9phDwgVk5Ip6nGuDIVCMeKObID/HOHGZjAYRj2OsrIyZGdng2EYvtMiAN4Z5/V6kZWVhVmzZkEul4ecl3q9HjRNQ6lUQiqVwufzobGxcdTniMPh4AP7XYHyR5ZlodFosGfPHugCN/LMZjMOHToEh8MBiUSCefPmEXF7CiGVSpGRkQGGYfj/0+lOSsvctm/fjjPPPBMAsGXLFjz77LN48MEH8eyzz2Lz5s1gGAZr167Ftm3boFQmdgeUQCAQCMlHlOe/MOWEm8mEV+u/eAt3JlG8M2lyi0nhYkssxGGZSQa7J6EL/HBRyBe0TbD7KHwcwzmTgMTcSbHEpGhlbjOZK664Ar/+9a9x9tln48knn4TVOjmD46c6Pp8vwpkkUB4Rk1pbW2GxWCASiTB79myUl5fzd//nz58/qQJ4JwM0TfNlR8kSfmQyGZ/309HRMa7uJJZl0dTUBLfbDZlMhhUrVvDd9w4dOjRiN0HwpFGlUkW8TgkEyL/zzpBlnr4+WP7735j7VCqVEIlEcDqdUKvVaGxsxMDAAFiWhVKpRF1dXVIEBrlcDpqm4fF4Ru0ACocTSACMSfDi3FljEZMoiuLL3TQaDd+8qL+/H2azGUKhMESsycnJwZIlS1BYWIjCwkIsW7YM9fX1WLp0KVQqFRiGQWNjI/bs2QO1Ws2LQsPh8/lw4MABeL1eyOVyLF68GKtXr8ayZcv495mVlYWFCxciLy8PYrEYRUVFWLZsGdLT00f9/gnjD0VRfFaSdhJeT6eClAVwA/4PkQ8++ABtbW3497//jUOHDsFqtUImk6GmpgYnnXQSSaYnEAiESYAwcNFn37kDWaefNsGjCeWIMym8zM0fBstO8tKhMxcV46VvOzCvMH4IabTMpIYeExaVZsfdzhdWTubxHSlFCS5zC9eOBILI4137k5F3bAoXs7i5OKlyi+SRRx5Bd3c3br75Ztx8883Izc1FRkZG1HUpikJb2+RzCk52fD4f6DBnEvfZYbVa+YnuggULSJvtBFGpVOjp6YFOp0ta56/S0lL09PTAZrPBaDTyk+pUMzg4CKPRCIFAgPnz5yMjIwPV1dUwGAxwOBzo6OjA7NmzE96fyWSCx+OBSCSKGSiesWI5JHV1cDY28ssMr72OzEBeYTgCgQBlZWVoa2vjyy+58Sbz5jtN08jMzITRaITJZOJL9MaC0WiEw+GAUCgcUwBxTk4O2tvbYTQax3TOyeVyFBQUYGBgAIcPH0ZNTQ3a29sBAJWVlRHOKblcjtra2pBl3O++ra0Nvb29MBqNMBqNUKvVqK2tHTZjrb29nRewFyxYwB9TLpdj0aJFIe+PZAhPfVQqFdRqNV/+Ot2dZSkVkziqqqpw3XXXjcehCAQCgTAKpCtXwvzpp3Ds2eu331NUSNj1RMIFcAvDLqJ5Z1KCdwcnittPmYN5RZn4SU38C+tomUnXvrYTP9x1YtztXN7QHJOzl5TwPweXtkU6iCL3lYhbKZyI/Qb2ERwETvDfGT/xxBNx8OBB3okxODgYc33ikBkdXq83ppjU19cHlmWRm5tLhKQRkJWVBaFQCLfbDYvFkpQubCKRCPn5+ejr68PAwMC4iUm9vb0A/GIWJ+QKBALU1NSgoaEBvb29Izo/OFeSUqmMOWmkKAo5l16Cvttu55fZd+yAu7sb4hgd2UpKSuDxeDAwMACJRILZs2enpJNzVlYWLyZxDq2xwHWa4zrTjRaZTMZ3mzObzWP6e62srOS7u+3YsQOAv7PoSN4vTdOYPXs2CgoK0NDQgP7+ftA0DZZlIZfLYzqItFot3yWytrY2atnfdBcbZhpyuZwvDTaZTOP22TZRkLOXQCAQCMhYthQA4GppQdupp+HwCT/lRZyJxhfI6RCqQsWkI5lJk9uZJBEJcO7SEuTK47fVFkdxCvkSyLv9R1g3t2DRKtg1FK5N7O0yRuxLEHZRe2x1ZNlGOOH6U/Dzbn1ySiemA3fccQcOHDiAqqoqPPfcc/jhhx/Q3t6Ojo6OqA/u7jlhZPh8PghMoWJSWn4+WJblJ/4kF2lk0DTNOyaSmQPC/T9wbeRTjdVqhclkAkVREUJCTk4O8gPnyf79+xMqQ2VZli/9i1biFkzmySdDECbCmT7+OOb6NE2jqqoKq1atwtKlS1MiJAHJDeF2uVx8ac9YhangIPKxlLoB4LOHxGIxAL+QNNosIrVaDY/HA6VSyYsFra2tUUs1w0O+hztHCNODeCH605GUi0mNjY24+uqrUVNTA6lUGtJNAwCee+453HXXXXwdK4FAIBDGH1FxMSiRP/DZ09UFr0YDy1dfT/Co/HgN/i9jQZj9mwrc4ZvsmUmJkiaK/EoesrowaB79+xPGEZMaeoxx1weA0pwMfHvnCXix0hLzGBFlbjjy/GA/+W7n+OKLLyCRSLB582ZcffXVWL58OSoqKlBeXh7zQRg50crcJIVFsNlscDqdEAgE0/5OcSrgyquSKSZlZmYiPT0dPp9vXIK4uWBolUqFtLRIcb+mpgaZmZnweDzYt29fROv2cGw2GxwOB2iaHvacosRiZJ4WWkJu+ujjlOdFuTs7ofnTQ+j5zc0YevY5eMMmt1lZWaAoCg6HA84RfJe6XK6I9dvb28EwDDIzM5MifiVLTAL8TqmVK1fiJz/5CZYuXTqqLCKTyQStVst3qVMqlTCbzRgaGop6/nZ0dPAd2bjOcoSZASe+J+PcneykVEx6+umnsXTpUmzatAmHDx+Gw+GI+NB0uVx4+OGH8cknn6RyKAQCgUCIAyUQIG1eaMcZ2/btEzSaULwafymQUBXezW1qBHAnSrAzqVx5JEfnvCe3xN1u3dIjZW2rqsNKASkq6s8AcEgTeec9ijkKxdnpELGxLVI0Hbt8TkBKtXhsNhtqa2uTUkpCiI3P7QZtCRU/JQX5vAiSnZ09pvKbmUpOTg4oioLVah2R6BAPiqL4vBkuyypVMAzDi0mxnGlCoRD19fXIyMiAy+Xi84piwQkICoUi4mZ5NLLOXBvy3NPVBceePQmMfuSwLAv962+gfe2Z0P/977B8+SW0TzyBtpNOhvH9D/j1hEIhZDIZgMTcSQzDoKWlBd999x2+++47NDc3w+v1ore3FwMDAyGh12OFm5CbzeZhhb1EoChqTCVlXAlffn4+amtrkZGRgYyMDDgcDrS0tKC9vR1qtRr79u3Djz/+CLVaDcAvUpJStpkFJ4RardaknLuTmZSd2d988w1uuukmZGRk4Mknn4RarcbKlSsj1jvvvPPAsiw+/PDDVA2FQCAQCAmQe+ONIc8t//0vPBoNWK8XzqCcl/GEdbvBBCaGkQHcU6PMLVGCu5+tnn1EOLMMDsETJ1snOOj6smMqYq4XLuvcdELkBT/ldkfdtkQUu8NReGZS8HgEAiImcdTV1c2YVsETiddgAMWEip/C3NyQbBvCyBGLxZDL5QCSW7rBdfzS6/Vwx/j8SQZDQ0PweDxIS0uLG3LMdfkD/OJBvIlgvC5u0ZDU1UFcWRmyzPTPjxLadiR4NIPovupqaB58EGxYpiBjtaL/7ruhe/kVfhmXR5SIi6K9vZ3PHgP8v6Pt27fj0KFDAPz5RMnI1AL85WkZGRl+YWyCy4V8Ph9fwldQUACBQICioiJkZWXB6XTC4/FArVajvb0dOp0OnZ2d0Gg0kMlk/N8NYeaQlpbGn7tGo3Gih5NSUiYmPfbYYwCAN954AzfccANKS0ujhkkWFBSgtLQUBw8eTNVQCAQCgZAAstWrMevTT1Dzw/eQLFgAeL2w79iJjrPPQcfZ50C78fFxH5PPZuN/psM6zXBlbqzbDZZJIFxokuP1HVFhVLIjJRhSjxPuOHfIg0WoE+fGbsVsdoYKQjeekHjHomw69Pcb6j4KXTe4mxxxJh3htttuQ3d3N955552JHsq0hgmbdLIUBUYm4+MUiJg0elJR6iaVSiGXy0NayqeCYFfScC4RhUIBmUwGn8/HbxeOy+WC2WwGRVEJn1MURSHrzDNDlpm/+AJMEkU08xdfouPnP4ft22/jrjf48MN8ZlPw/ysT57t0YGAA3d3dAIB58+Zh8eLFkEgkfN5VaWkpysrKkvE2eMbLuTYcBoMBXq8XEomEF9+KioogEAiQlZWF4uJiFBcXIzc3F4WFhWAYBizLxv19EqY33HlCxKRR8v3336OgoACnnTZ8i+nCwkK+uwKBQCAQJo606moIsrKQvnAhAMDyn//AFbjjqHvhBfgssbNzUgFr9wc4U2lpoMLKCOigrijsNCh18wSJSbvUR+4QzzL1QRAnf8IXsAL9/vR5ESVnwXzS0BfyPFr3OMS68GUYyNxHwrSDtw0/pkR0pIQo3LU0kznrrLPw17/+FVdddRVuueUWHDhwIGnlQoQjsLpQMYnKyoLBbAbLspDJZFG7KRESgxMdDAZDUgOzCwsLAfjFilQ4YJ1OJ+9sSSR8naIoFBcXA0CICycYrsRNLpdHzV+KRdbpofMixmyGdUv8UuZE8Fks6LvjDvTefDN8UcrVhPmRNxr67rob1m3fRnTri4bRaERLSwsAoLy8HPn5+cjOzsayZctQV1eHo446CtXV1UnvQsmJSQaDIaXOteHgzh+lUsm/R4lEwnetYxgGNTU1WLBgAbxeL3JyciCVSmG322dEbg4hEq7UjYhJo8RqtSbcLcPtdo9LFwcCgUAgJIZk/nwAgOXLL0OWG954Y1zHwQTEJDojI+I1KmhSOB1ykzqGjmQYBc9dBCwDJk4pHycmJaOiLLbDiwUdlJsUnO8ULhgN17VupiIQCPCb3/wGNpsNTzzxBOrr6yGVSiEQCKI+EslgIUTCGsLEpBwFKXFLEjKZDGlpafD5fEnp/sWRl5cHmqZhtVpjihljQaPRgGVZZGdnIyPKd0msMQkEAtjt9qiTwcFA6fFIO3SJiouRsXx5yDJznK5uw+Hu6sLQc8+j/fQzYPoocj/CvDyUvvgiZm/ZjNxb1oe+6PWi96ab4Gpq4v82BqOUVFutVjQ2NoJhGKhUKlRUVBx5PyIRVCpVwr/XkSKVSpGZmQmGYfjMoomAE4TCg9Y50XFwcJDv7qbVaiEWi1FbWwvAH8Q9ETEBhImFK/e0Wq0TKoSmmpSJSYWFhWhraxt2PafTiebmZtK1hEAgECYRabOjl0A59uwd13HEFZNoGlTgjvB0yE36tu1I6cjvTq3lf07zueM6r3gxKY4rCQBOnh+7BI6DinHByzIM6KDXxMIj7qNopWzzi/xOKi+x+POwLDuiBymPGB1smAuAzlHyE8F4WTmE4aEoiv8dJrPUjRMkgOSXM7Esy4sQid7kBvzB1FyeU19fqKvTZrPxAlN+FMfPcGT+/IyQ59bNW+AboXvB09eH7htuRNtJJ0P7+OPwRvm9yU85BbM+/giyY1cBAJRXXYWcyy4NWYex29H7m5uRF3C/hudEORwO7Nu3D16vF1lZWZg3b964h0kHu8Qm4nPR6XTCbreDoii+dIkjKyuLL4ns7+9He3s7AP+5NmfOHNA0DZPJBL1eD5vNBrVaDa1WS8SlGUBaWhqkgXiGZIrvk42UfRocf/zxsFgseOmll+Ku95e//AVOpxMnn3xyqoZCIBAIhBGSVhXaxlYe+Iy2btkCd0/PuI3DZ/bfpaYD3WbC4UrdpoMz6e9XrAAAiAQU5hdlQSHyL6dZFowjjpjEcmJS/K/0q1Yn0JqYiXGBy4Q6kzLEQaVsUUQsYWCZL9b+ZiAMw4z4QRgF4ZNyRTY8Hg8EAkFS2pXPdILzdZI5IeaEnsHBwaSe+yaTCQ6HAwKBALlhTRyGg+u8ODQ0xDsLGIbB4cOHAfhdSaMpm8w8+WRQIhH/nPV4YP7y3wlvb3j3XbSdfgasX38d9XVaJkPRIw+j+PGNEASJHxRFIe+OO5B56s9C1vf09MDzwouQSqXw+Xxoa2sDy7JwuVxoaGiAy+WCVCpFXV3dhHRCzM3NhUgkgtPpnJAmBlzemkwmgyjo/w3w/05LSvwdVdvb22E0GkHTNCoqKpCWlsYLYfv378eOHTvQ3t6O/fv38yWDhOnNTMhNSpmYdMcdd0AkEuHXv/41nn76aVitoS2IjUYjHnjgAdxzzz2QSqX47W9/m6qhTAree+89nHXWWSgrK0NGRgbmz5+Pxx57bNq3CyQQCFMTOiMDCBInCu+/j/9Z+9e/jts4fGb/3RxBjO4wVHo6AMQVW6YKx1Qp8eXNa7DnDycBAC4q9E+ovLQArDO284rhnUnRX/9q/Ro8f8lSLK+IdGV8cP1KnJZzJJibYiMncY7GRmgffzzEmRQsJkU7LueS8hIxiTCOsCwLyhxaJuUN3BnOzs4m7bmTgEKhAE3TcDgcsAU1SEjGfsViMdxud1IzZjhXUl5e3ohLR+VyOV9iNTAwAJ/PhwMHDkCv14OmacyalYBAHwVBZiZkxx8fssyUQFdrxuVC/333YeD3f+DzBMORrlyJWR9/hKyf/zxqfhFF0yh86CGkL1oUstz49tsoD+QC9ff3Y9euXdi5cyccDgckEgnq6+sjhJTxguucBmBCMnY5MSmWGM3lR3FUVVXxImNZWRnS0tL4QO6srCxQFIX+/n4+d4swfRlJp8SpSsq+VefMmYNXX30VDMPgpptuQk5ODnbu3AnA/4eVm5uL+++/H0KhEK+//jpKS0tTNZRJwaOPPgqhUIiHHnoIn332GS688ELcc889uOqqqyZ6aAQCgRCVmu+2o+zllzD7u+0QZGdDdsIJAADr1/8dt+5pTOAiTpAV/SKO5srcXFNfTAKAOQVyyNL8Ex5R4HfsoYVxxTJOsIkVdl2dJ8dJ86OXdywpU2BDyZEJYbT/18515/n3j+hiUrTjCgOTdp11+uYEDMf7778fcSONkFp8Ph/osN+5OzCpIyVuyUEoFPK/S65VejKgaTrpnbu8Xi8/Ri7ke6Rw2/X09KCxsRFDQ0OgaRoLFizgS1hGQ9ban4c8d+zdC0fj/pjrOw8eROe682B86+2I1wRZWcg+7zyUv/E6Sje9CFFAeIkFLRaj6OGH+JsxHOaHHkZ1YREoioLFYoHb7UZGRgYWLlyY1OB6xm6H/tXX0H39Dei6+hoM/uUvwzqei4r84zIYDOP+ucrleMnl8qiv0zSNuro61NTUoK6ujncqAYBYLMbSpUsxe/ZsLF68GEuWLOFf7+zsJOVu0xxOTLLZbNM2Nyml6Y7nnXce5s6di/vuuw//+te/+K4lPT09EIlE+NnPfoYNGzZgYaBr0HTmk08+CbHXHn/88WBZFr///e/xyCOPjKrmmkAgEFKJICsL0mOO4Z+X/OUJNNfVg7HZ4NVoIBrlxflI4LrS0DPAmRSOkPUBEMJLC8DEcyYFLkaFo03g9h5xJsUTCYPL3NKHEZM4Z9JdHzZCIqJx9pKSiHWmO+vWrYNYLMaaNWtw+umn47TTTkNVVdVED2taE01Mcon9gnN41glh9OTm5mJoaAiDg4OoqKhIWgev/Px89PT0QKvVwuVyjahLWjQGBwfh8/n4EOfRkJeXh8OHD6O7u5vfT11dXUQQ80iRrVkDYV4evEGB14MbH0PRww+DTksDnZkJiqLAejwYeu55DD37bMhnNUf2unXIu/WWmO7dWIjLy5F/+20YuP8Bfpl3YADCN97AUXf9DmazGTRNIycnJ6mlba62NnRffQ08QTlUtq1boXvueYhnVYIxW8C63cg46ijk3XYbxCX+MjGJRAKVSgWtVove3l7MmTMnaWOKB8MwvJgU7xwSCoV8SVs4aWlpIQJTWVkZ+vr6YLFYoNPpRhziTpg6iMViSKVSPmeNE8ynEyn3+9bV1eH999+HyWRCY2Mjtm3bhr1798JoNOLjjz+eEUISgKh12kuXLgUQGexHIBAIkxFKJIIwICB5x8me7TMFnEmZ0S+UucykeGVgUxUR6+9y6qGFCQVwx3ImDQfrOTJBMb73PpgYd8+Cw7m/PXwkt4ITjliPB5o//QnWLVtChK17/hn7bvt05u6778a8efPw1Vdf4eabb0ZNTQ3mzp2L22+/HVu2bCFdbFOA1+sFHVZ65ZNmQCAQpKzb1ExEpVKBpmnY7fakdl8LLitTq9Vj3h/ncCooKBi14CUUCvkW73q9HnPnzh2zkAT4v08VF10Ussz+3fc4vOYnOHTU0WhdvQZd116LtpNPwdBTT0UISZREgqJHH0XhhgdGLCRxZJ9/PqQrjwlZZnz3Xfh27kJ+fj7f9j5ZOFtaoL7k0hAhiYdh4D7cBu/gIHxGIyxffonO886Du7ubX4UTazQaDbxRhLVUYLfb4fP5IBQKk/YZIhaL+feiVqsntTuJcTigf+MN9N5+Owb++H9wHDgw0UOacnCfF9M1N2ncisdFIhHmz5+PlStXor6+Hulh1sqx0tHRgRdeeAFXX301Fi5cCKFQCIqi8OCDDya0/eeff44TTzwROTk5kEqlWLJkCZ588smUBmBu3boVYrGY3KkkEAhTBmGgvME7TiGYfGZSjDuCFBfAPW2dSYHMJE/sC+dEu7nFgmWOiBoWpweOXbuirhfsTFpUms3/zB3X+MGH0P/9VXRf+6uQsczU3KQNGzZg9+7d6OnpwTPPPINTTz0V3d3dePTRR3HCCScgNzcXF154Id544w3o9frhd0gYFp/PByrMmcTIZJDJZCQvKYkIhUL+JmlXV1fS9ktRFJ9D1NfXB3uMXKBEcLlcfAelsbgB7HY7rFYrRCIR5HI5+vv7kzb5V1xwPgS50V0pvqEh2Lb8L6rwkjZnDireeRtZp582puNTFIWCBzaAChNJ+n73O7g6Osa072BsP/6IvnvuQed5v4BvBJ91Pr0evb9dDzYgHGVnZyMjIwM+ny/pXf9iweUlyeXypDnwAKC0tBQCgQBms3nSfv47m5vRsW4dNBsehPnjT2B47TV0nnMutE8/PakFsMnGdA/hTtk36wMPPIAHHngAra2tw677yiuv4IEHHhh2vXj85S9/wTXXXIMXX3wR+/btG9Edv4ceeginnXYavv76aygUClRXV6OhoQE33XQTzjrrrJQISk1NTfyYSXcRAoEwVRAExCSffnzCBLkyN0F2jDK3QCAoO053KccTEcM5kwRgfbHfH1fmJhjthW7Q92WxVQvE2E9wZlKF8sjkg3NEeTUD/DJh0MR9pnd0KyoqwrXXXotPPvkEOp0On376Kf/d/9Zbb+HSSy9Ffn4+1qxZg0ceeQQHyJ3fUeO12UCHOesYmSxm1glh9JSXl4OiKGi12qS2vVYoFMjJyQHLsugYg6AxODjIBx6PNu+HYRgcPHgQDMOguroaCoUCOp0uaUKGIDMTxX/+MyixOMENBFBdfx0q330HkpqapIxBXFKM/NtuDVnmGxqC+oILYY9xYyFRWIZB//33o+vSy2B6732wLlfI62lz5iD7/F9EZDcF49y/H7oXXgDgF7+Cg7jHQ9AYLi9ptIjFYj6Pa6LdSSzDwLp1K3pu/i0On3QyDq1chea6enSceRbch9si1h968ikMPfPMBIx0apIVcA7abDa4wv4GpgMpE5Puu+8+3H///TjqqKPw73/Hb3e5adMm3H///WM6nkqlwumnn44HHngA//rXv3DOOecktN13332Hu+66CzRN480330RbWxsaGhqwe/du5Ofn4+OPP8bGjRtDtrFYLGhubh72EevLVafT4ayzzkJVVRUeeuihMb1vAoFAGE84Z5Jt27ZxOR7Dl7nFcCZxYpJn+gUbCgNi0p68OfjYEtte7/FxmUmj+0pnvUfEpEpzf0jL6mCCu7nRQc4j7rC273/glwmDXp/pYlIwaWlpOPXUU/HMM8+gs7MTe/fuxQMPPIBly5Zh+/btuPPOO1FfX4/KykrcdNNN+PLLL6dtaGcq8ES5w89IiZiUCqRSKZ/32dramtTJ8KxZs0BRFAYHB0fd8WowkEU0FldST08PLBYLRCIRFi1ahMrKSgD+4ORk3WiWHn00yv/xJqSrVgFxus2Jq6tQ8dZbyL3ppsTFpwTJPv98SNesDlnmMxrRdfkVMH3y6aj3q3txE4z/eCvqa+nLlqL8jTdQeN99qP7qPyh8cANyb1mPwj/+EcKwHFnt356Bs7kZgL9kUSgUwmazQTcODmmz2QywLNI71dD+7W8Y/MtfYPvxx6Sc72VlZaBpGiaTKalh9iPBunUb2k8/A91XXwPLF1/A09UFn14Pdphu40N/fRKGt98Zp1FObcRiMWQyGQAkVXifLKQ0gFsikcBoNOK0007DQw89hFtuuSVlx7rnnntCnr/1VvQPr3AefPBBsCyLq6++GhdccAG/fOHChdi4cSMuuugiPPTQQ/jNb37Dt8T87LPPQtaNxcsvv4zLL788ZJnVasWpp54Kp9OJ//73v2PqBEEgEAjjjS9wl878+ecoeuzRpNq+ox4vYDGPGcA9jZ1JwqDysw3GPFwZYz1vYFIz2gBu1ufF3/77KLTp2agy9cURk45MnoLFIs6Z5Ni9m18mGG0Y+Ayjvr4e9fX1uPvuu3nX0qeffor//Oc/eOqpp/D0009DKpXypRaE+ISLSSxNg02X8BfyhOQya9YsDA0NwWKxoL+/n3eNjBW5XI6SkhJ0d3fj0KFDyMrKGlFbeofDAbPZDIqiomaWJrqPzs5OAEdavRcXF6OnpwcOhwP9/f0xA5dHSvr8+Sjb9CJYjwc+oxGe/n7oX3sdlq+/hlCphOL885FzycVJF5E4KIpC8SOPoOvKq+AMckayHg/67rgD4tISpC9aNKJ92nftgvYvf4n6WuYZZ6Dw/vtAB8rrhEolss89l389rboKnRdcCHCCnceD7uuuR9lLm5BWWYmioiJ0dXWhu7s7peHVPp8Pju5uKP7+KkwtLfxy3TPPQn7SSSj60/+BHsM8jgvm7urqQlNTEwwGA7Kzs6FUKiGMIywmA5ZlMfTU0xh6+umE1qfS08E6QrMpB+69F0N/+xtEhYUQ5uVBVFIC2XE/QcayZaBIWXEICoUCVqsVQ0ND0y6EO6X/00uXLsWbb74JkUiE22+/HZdccsmksneZzWZ89dVXAIArr4y8TF+3bh0yMzOh0+nwzTff8MvPP/98sCw77CNcSHK5XDjrrLPQ3t6OL7/8MmlfugQCgTBeZK1dy//MhAXdpgK+zC1GADcvfAxzF20qImISe09ezpk0yswkeH2oNA9ghcZ/5xd09MBVKqjMTRB0oRgt+HvUY5nBKJVKXHbZZXj33XcxNDSEr776CjfddNOoW5rPRMLLb30ZGaBI+HbKSEtLQ0VFBQCgvb0dniR+DldWViIjIwMul2vEzifO5ZGVlTWqjnAsy+LQoUPw+XxQKBQoKCgA4M+KKi8vB+B3JyU7BJoSiSDMzUV6fT2K//wI5uzaier//BvKK3+ZMiGJQ5CdjbK//x2yn/wk9AWGQd+dvwPjSLzJhddgQO8tt4aUUIOioLrxRlR98S8U//kRXkiKRvrChVBedVXoPvv7ob7wIjgaG1FcXAyapmE0GlPq9LCo1cj586NICxKS+Nf+/W90XngRPJrBKFsmTmVlJXJzc8EwDPr6+nDw4EH8+OOPMBiOfJbpdDrs2LED3377bVKaNrEsi6Enn0xISKLS05Fz+eWo+f475P/+nojXvRoNHHv3wvLvf0P/0kvouvQytJ10MvRvvhm3O+xMgxOQtFptUj8nJwMplw3PP/98bNu2DcXFxXjzzTexZs2aSdO9bM+ePXC73ZBIJFiyZEnE6yKRCMuXLwcA/PDDDxGvjwSfz4cLLrgA33//PT7//PNxa2lJIBAIySTz5JP4n3vXr0/58ThnkiBruDK36fXlDADCODlJwSQzgNu/IPqkLbibmzCkzC3yuMHLUmxem7SMJZhYKBTihBNOwOOPP46WKBMZQnR8YQGnPqkU6enpJHw7hRQXF0MqlcLj8SQ1jFsgEKC2thYURUGj0Yxo32MtcdNqtdDr9aBpGjU1NSEO3KKiImRkZMDtdiel41w8Uu38DUcgk6Lkb09DcWFo9YW7sxOaRx5JaB8sw6D/zt/BOzAQslx14w3IvfEGiAPi43CobrwBkvnzQ5b5DAZ0X30NaK2WL7FM5jkXDMsw0P7+DxAYYudDulpa0H311WO6sUbTNObPn4/6+noUFxdDIpHA5XKhoaEBjY2N2LdvH/bt2wer1Qq3241Dhw6NKciZZVlo//pXDP0tMvMoraYG+b+7E2UvbULFu+9g1uefo+bbbci/8w7QaWnIuegiKH917bDH8PT0QPPABnRd8Uu4e3pHPdbphFwuh0wm40XD6cS4fLsuWbIEu3btwqpVq7Bjxw4sX74c33///XgcOi5cOHhZWVlMOyHXVSKRIPF43HDDDfjwww9xxx13wOfz4fvvv+cfw9XJ9vf3o6SkZNhHeLYTgUAgpBLb/7amdP+s2w020M0nVutjKvDZPR3FJEmiYlJA5InmEEoIb7iYFP1uYvDeBcOIScFiE+Nj4n539ff3j27ck5zKykpUVFTg4osvxvPPP4+mpqaJHtK0hzGGTvwYqZS4klIMTdP8tXJvb29SKxCysrIwe/ZsAP6uzYlk5NjtdlgsllGXuLnd7pD5Qfj5E/x+u7u7p12HJkogQP5dd0GysD5kufEfb0H/+hvDOsSGnnoK1i1bQpZlHH00VL/61YjGQYvFKH3xhUhByWhE7y23oqSoCBRFYWhoCLYUuKQNr78Bb1gAuUCh4DvIcrgOHYL26b8lvF/v0BBcbW3wBolUFEVBqVSipqYGK1asQEFBgd89NDTEn/MlJSXIzc0Fy7Jobm4elSuOE5J0zzwb8Vr+7+5E5T8/RM5ll0G6ciXS6+qQNqsywkGW+5vfIP+ee0An0DzK/sMP6Fi7FuZhspNnAhRFobS0FID/cyPZrsaJZNxu1eTm5uK///0vrrnmGvT39+P444/HSy+9NF6HjwpnIVQoFDHX4V4zxFGmE+GLL74AAPz+97/HMcccE/L47LPP4m7LMAx6e3uHfZBMBQKBMB4UBDVMYFJYusy5kkBRoGME6E5nZxLtTew9MXGcSazPF+HWiLZOvOccwc4kmI7sM5qIJQhxgrBxv7tS0TF1MsCyLLq6uvDmm2/iuuuuw4IFC5CXl4ezzz4bjz/+OHbt2jVt3/tE4TOGlrywMhkRk8YBpVKJzMxM+Hy+pLt1iouLUVRUBJZl0dTUBKfTGXd97gZtdnY2xKMoDWtra4Pb7YZUKkVZWVnUdXJzc/kJf1NT07QrW6GEQhQ99FBElzXNgw/i8HHHo/eWW2F4+50QQYRxONB///0RjheBSoXiPz8CShC9fDoeQoUCZX9/BRnHHB2y3LlvH9wffcznJSXbneQdGsLg44+HjiU/H7M+/wyzPvonROWh54X+1Vfhao/fedC+YwfazzwLrceuRvtpp6P1mJVoP+tsGN5+J+Q6SiAQYO7cuVi6dCkqKipQVVWF5cuXY/bs2ZgzZw4kEgkcDgfa29tH9p4MBvTf+buoQlLBhgeQc9llCeUcURSFnIsvwuyt/0PFu++i5Kknkf/7e6C8+iqIq6si1mdsNvT+dj2sW8enactkJi8vD+np6fB4POjtnT6OrdSme4UfTCjEs88+i4ULF+Lmm2/G1Vdfjb17906YOsd9IcX7suFqrR0jqBWOBhfiNxpomk4oMyEzAZWYQCAQxkr2eesw8OCDgMcDn04HOkX5b3z4tlwe8yJnWotJYc4kp8cHiSjygpxrlhZN1On65ZWw//ADZn3yMdICd/gjd5BYmVsw1n9+CMw+3v/EFfn9GJ6ZFC+otr+/f1qKKr29vdi6dSu2bduGrVu3orGxEUNDQ/jnP/+Jjz76CAAgk8lwzDHHYPXq1Vi9ejWOOuqoUWW8EPywYfkprFxOxKRxgKIozJo1C3v37kV/fz9KS0uRHqfd+0iprq6GxWKBxWLB/v37sXDhwqiB3CzLQqPRABhdiZtWq8XAwAAoisKcOXMgiCOAzJ49GyaTCQ6HAy0tLViwYMGIjzeZSausRP5dv8PA7/8Qstyr0cD82Wcwf/YZBh58EPLjfgLJgjqYPvgA7nAhkaZR/OifIRxlCDoACGQylDz5JDrPXQd30FxK+8QTKHr/PWi1WgwODqKyshKSMNfQaNG9/HJE2HTRQ3+CUKEAFAqUPvMsOtauPXLd4fVi8M9/RukzfoeSR6OB4a234GzYB8Zuh89qgftwW8RxXE1NGLj3Xmj+9CcIc3MhzM9D5s9+BsUvfoHMzMyIeZ1IJMKcOXPQ0NCA3t5eKJVKKJXKuO+FZVmYPvwnBh95JOqNpYIND0Cxbt0Ifjt+6LQ0pNctAOqOnPe569fD/t136LvnHnj7ghzHPh/67rgDsz75GMIExusd9AvCwrzccS/1TCU0TaOiogJNTU3o6upCYWHhqATvyca4ikkc3B26c889F08nmCKfCrgPnXhtdzm7bjK/FEdKYWEhenp6Juz4BAKBEAxFURCqVPD298Pd3QNRqsQkLnw7RokbAFDigJjknn5iEhUmJn3XpsPxtZETpHiZSfZA3p/+zTchqZ0L2XE/gSis7TLrCxNyYgg7IQHcQevo//okBhtDhargznJCoRDqON9hJSUl0+ouHUdhYSHOO+88nHfeeQAAi8WC7du38wLTjz/+CIvFgn//+9/4z3/+A8B/c2vZsmVYs2YNVq9ejVNOOWUi38KUgw1zaLMy6YRev80kFAoFFAoFDAYDmpubsWjRoqRNBAUCAebPn49du3bBYrFg3759qK+vjxCUdDodbDYbBALBiErcGIaB1Wrl88lKS0uRFed7B/B/rs2bNw+7d++GVquF0WhEdnb2iN/bZCb73HPh6euL6mYBAHg8sPznK1j+81XUl/PvugvSo4+O+tpIEMhkKHjgfnRdehm/jLHZ4H79DWSfdiqMRiN6enpQXV095mN5DQYY/hHaEVx+5lpIjzmGf542qxI5l18O3Qsv8Mus33wD23ffgXG50HfrbWCs1oSPyTqd8HR3w9PdDcfOXbB88SVKnn4KgoCY5LNYoHvpJTgb90NYkI+iJUvRl52F5uZmLFu2LOYNCFd7Bwbuuw/2H3+M+nrhgxtCuuglgsfjgdPphM/ng8fjQUZGBt+ZnKIoSFeuxKyPP8bA/Q/A/Mkn/HY+vR799/weJX97OurnAuvzwfTPf0L3/Au8KCmuroLqV9ch87RTp42olJ+fj56eHlgsFnR2dqKmpmaihzRmJkRMAoDVq1djx44dOPPMM7F3794JOUkSKWFLpBSOQCAQZhrpdXWw9PfDeeAApEetSMkxjnRyi+265J1J06j+nIN2O4GguVLTfX/Ecf94IuL7kuEzk0K3t377Lf+zMXBxLCwowOzN34SuGCYexerAQgUZluigXCWaZaB7cROkK1fCtn27/zjBAdxR9zbzkMvlOPnkk3HyyScD8F+U79y5E9u2bcP//vc/fPfdd9Dr9di+fTu2b9+Ohx9+eFrlKowHrNUacr4xGSQzaTypqanBzp07YTQa0d3dHbNMbDSkp6dj4cKFaGhogNlsxo4dO5CRkQGfzweRSITs7Gz+xmtRUVFU51IwDMNAq9Wit7cXFouFd0dmZmbyHeqGIzMzE4WFhejr60NXV9e0E5MoikLeb36D9Lp6DD72GNxtke6aqNtJJCi4915kn3Vm0sYiXbECmT8/A+aPjwgUhrfeQtHpp8EIv8O1srIyrpssEfSv/J3PagQAlqKQd911Eespr70Gxg8+gC8ox6vril+O6dgc9h07oL70MpS98Dw8Axr0/OamUKfPe+8jr6AArpISHK6qQsVppyJj+XL+2sAzOAjdiy/C+I+3orq2qYwMFP3pTyENVYaDZVl0dnZCrVaH5GZRFIXKykq+yyHgF/+KHn4IjM0G63//yy+3fvMNuq++BsLcXDgPHgQYBulLl0Aybx4Mr78B16FDIcd0H25D3623wvzpp5CfcjKEqlwIc1VImz07oZK8yQhFUaiqquJdnGVlZUlz1E0UKROTErGsl5WVYfv27WPulDZauFC/rq4ueL3eqCHcXE3q7FjlAeMAF8AdzPr167F+HDopEQgEQjREgdJbn374QNTRwgzTyQ2IXubGer3w6nQRDpyphmPLFuDEI3d1izqb4GxsRHp9aDAqEyOAu/vK0NbKACI67AAAGx64HfP7O8iZFCImBZYLj1zEe9vaEC2WcePGjRHNIqZrAPdwiEQiPjvxtttuQ2NjI5599lm8/PLLw+bCEGIQFsRLy2XTooxgqpCRkYHq6mq0tLSgo6MDCoUC8hh5d6NBLpdj0aJFaGhogMvlCgn75oKKpVLpsGKQy+XC/v37I7JGFQoF5s2bNyJBoqSkBH19fdDr9XC73dPyfJOfcDxkxx8Hd3s77Dt2wvbdd7B+8w3YKJUdkoX1KPrTQ0ibVZn0ceT95jewfPHlkeN6vfC89DIkF5wPp9MJrVaLgoKCUe/fazDA8NprIcvYY4+FOEgo4RDIZMi96SYM3Htv4gcQiZB7ww3IuexS2HfuhO6ll2D/LnpDKldzMw7/9ET/tU2U0nN6YADpAwPAzp3oevttiEpLIT/hePiMRpi/+BJsjDxL+SmnIP/220bkKOdCvwcC1w9isRhCoRA0TcNqtaK9vR0URYWIxxRNo3DDA2jfuxc+vZ5fbtsWmp3kSqDBlXXzZlg3b+afi0pLUbhhA6RHH5Xwe5hMZGdnIzs7mxfdJ1JjSAYT5kzikEgk+MlPfjIhx168eDFEIhGcTid2796NFStC7657PB7s2LEDAHDUURN3wnIB3MGQsG0CgTCRCAJ1796h1IlJPlMgMylemVsUMan3llth+fJLVLz9FtIXLkzZ+FINHXYByVAUmKA7phxclVq0MreEGE2ZG3skZ8kqDpQRBYlZjm/+C8w5MXwxzGbztCxpGylerxc7duzg85S+/fZbvisUy7JQKpVYuXLlxA5yKhImJomGKVUiJJ/CwkLodDoMDQ2hqakJS5cuHbNbJBiZTIajjjoKBoMBPp8PAoEANpsNer0eUqkUlZWVMTs0A/5r+4aGBthsNgiFQpSWliIvLw8SiQT0KNwOUqkUcrkcFosFWq02bj7cVIaiKKRVVSGtqgqK838Bn9kM8xdfwPLFF/D09UNcWYnM005D5s9OGVXYdiKIiouRc+kl0L24iV9m+fe/kXfKyehKT0dfXx/y8/NHVe3CsiwGH3oo5DuWpShILr0k5jbZ554D47vvwrl/f9TXZT/9KWSrjwVjs4POSId09RqIS/znh2z1ashWr4ZXq4W7sxOutjZon3oavqGhI8ePE8MSjqe7G/q/vxrzdVFREQru/QNko5hzd3d3h2SJBef4qtVqtLe3o62tDSKRKOQ1oVKJoof+hO5rrh3xMePh6e5G15VXouihPyHrjDOSuu/xgKIoVFRUYO/evejr60NpaemUdidNuJg0kWRmZuLEE0/Ev/71L2zatClCTHr33XdhNpuhVCpx3HHHTcwgET2Am4RtEwiEiYQLUfQm0Kp5tBwpc4szIQxMGoLFJMuXXwIAtH/7G8qeey5l40s10vq6kOc+WgBKHJmNEMuZlCjhAhXLRA/gDha3gjOTXpt7Ci5s+QpUUIFRsHMpeHlmZmbEZGu6BnAHY7VaI/KSnE4nXy5QXV2NtWvXYtWqVVi1ahVqa2sneMRTlLBzWTTNyo6mAtyE02w2w2azobOzE1VVkV2exoJQKAzJRMrNzU2oNM3n86GxsRE2mw1paWlYtGhRUsogc3NzYbFYoNfrp62YFI4gMxOK886DIpAJN14or7kGxnff468PAIB66WXQ118Hk8kEjUYzIncS43LB9u12GD94H9avvg55zbl8GVRz5sTclhIIUPL0U+i68srQgG2aRu5vb4byqquGFbaEubkQ5uYiY/lySFetQtcvr4SnuzvqugKFApREAu9I3LwiEXIuvhi5v74R9CjOdbPZHFKlEz4fLS8vh9frRVdXF1paWiCVSkPmqLI1a6C87lexc7fCSKupQd4t6+GzWDGwYQOYsKYKPD4f+u64E8K8/JRFLaSS6eROSoqY9Mtf+mtECwsL8cc//jFkWaJQFIVNmzYNv2KSufvuu/HFF1/gxRdfxHHHHYcLLrgAANDQ0MCXkd1+++0TalslAdwEAmGyIVT5xSTb1q1oXrIU4opylG3a5O92kiQYS6DMLTN2mUS8bm7OAweTNpaJQBDWZc1DCfj3G8yRAO7RHYcT33jCu7sF0GTkHBlbeGlcGOFj54hWoj1dA7jff/99bN26FVu3bsW+ffvAMAxYloVIJMKSJUt44ejYY48dUVgwIQ5hYpKY5F1OCGKxGHPmzEFjYyN6enpQUlIy4V0KvV4vmpqaYDKZIBQKUV9fn7Q8LS5X1Wg0gmGYUTmcCIkhyMyE6vrroPnTQ/wy1/79KHjhRRhrZqOr5RByLr0E4mH+b1mWhemDDzH42GMhZVgcjEQCy9q1fLh0LET5+aj84AOYP/kE9p27QInFyD73HKTX1cXdLhri0lJUvPkG+u66G7atW4+8IBQi59JLkffbmwGBAI69DXA2N8Hd3o6h/34DQV9flIGJkH322VBdczVECQicbrcbGo0GTqcT6enpKCwsBMuyaGpqAsuyyMvLQ1GM0rhZs2bB4XBAq9XyoeDBfwO5N92EtIoKGN5+B4zdjrSqKqTX18FntcLy1dfwDgxAXFGBrDPPRPY5Z4MK3CSUrloJ49vvwL57F7z9A5ElcQyDvjvvxKxPPoZAJhv2PU4mwt1JZWVlE/4ZOVqSIia98sorAIDa2lpeTOKWJcpYxaRvv/0Wa9eu5Z9bAyn6f/rTn/DEE0/wy/fs2YPS0lL++apVq7Bhwwbcc889uPDCC3HPPfdAJpNh//79YBgGp512Gm655ZZRj4tAIBCmI4KcI+1dWbsdroNNaD1mJWr3N/IXAmPFF/gcp2WjE5OC7eJTESpMkPHSQjCOyDK3sTqTwokVwK1LP+IQCw7gXtsWuOilojuTZmoC97p160BRFLKzs3HSSSfxwtGKFSumtKV9ssK43aDCykLScnJirE1INUqlEllZWTCZTOjr60NlZfIzdBKBZVn09PRArVbD4/GApmksWLAAsiROPuVyOUQiETweD8xm87QL4p5sKC64APo33oSnq4tfxuzZg8w9ewAAbW+/jfJHHkbG8uVRt2dZFoOPPgr9ppeiH4CiYLr4YkClSqgbJC0WI/ucc5B9zjkjfzNhCHNzUfr8c3Ds2QP7rl0Q5uRAumoVREFuq4wli5GxZDEAwHnxxejevBlZBw9C6WMAmkZadTWyfn4Gn205HBaLBQ0NDfAEXUf19fVBKBTCbrcjLS0NNTU1MV1WFEWhpqYGRqMRNpsNGo0mxMFEURSy1q5FVtA8nSP3hhti/y4UCqh+daREjmUYaB56CIZXj+Raefv7of3rX1Fw110JvdfJRHZ2Nv8Z2d/fn3Dw/2QjKVf8L7/8MgCEtNHklo0XHo+HD98Lxm63wx50p8rni7xbevfdd2PhwoV4/PHHsWvXLgwMDKCurg5XXHEFbrzxxqTWeo8GEsBNIBAmG5wzKRzTRx8j+5yzk3IMxsKJSbHvDFIiv2uUE5NiCSFTEdoX2snLSwuAKN9hDO9MSpJqE6PMjWIZsJT/bmOwWDRX3wkAIQGZoWVuR5hpAdxcGRtN0xAIBBAIBMS1kCIYiyViWbpKNQEjIQD+CWRxcTE/USovLx/3c59zVmg0GgD+gPDZs2cnvUMzRVFQKBQYHByE0WgkYlKKocRiFD/2GNSXXAI2WrOC/n6oL7kUshN/ivT6hZAffxzSgsqIdM89F1NIEmRlIePWWzCgUkEulU7I5zVFUchYsgQZS5YMu25RURHUlZXQlZejctmyEQfe2+127Nu3Dx6PB1KpFDk5OdBoNLAF8udomsb8+fOH7Y4oFotRVlaGtrY2dHV1IT8/P+m/O4qmkX/nnXC1HII9qHmX4fU3kLV2LdLnz0/q8VJN8Gck506aitcHSRGTLrvssoSWpZLjjjsupFXhSDn99NNx+umnJ3FEyYMEcBMIhMmGMMYkzdG4L3liUsCZFM++zDuTAo6E4PwfwRQvcaHDhDEvLQDrjRSTfCN0JrEsGz/HIUaJGoUj/dyidnMLIlaZ20wK4H7llVewbds2bNu2DZ999hk+++wzUBQFsViMZcuW4dhjj8Wxxx6LVatWkclnEogmJmUoo4vehPFBpVJBJBLB5XJBr9dDNc7iXnd3NzQaDWiaRlVVFYqKilI2WcvOzubFJELqSa9bgNK/PY3e9bfAF+N3bv3qa1i/+hraxx+H8uqrkfubm2D650fQPvGXyP0tXQr5T3+KrLPORLfRCHR2DlviNhkQi8VQqVQYHBxEX18f5sTJeArH5XKhoaEBbrcbMpkMixYtgkgkQklJCdRqNRiGQUlJScICVVFREbq6umC32zE0NIS8vLzRvq2Y8F3izvj5kY51DIOB++5HxVv/SFn4e6pQqVQQi8VwuVzQ6XRTsuR9RgdwTxVIADeBQJhsUCIRBNnZERdxrsOHk3YMn41zJsUWk4Q5fsHIq/OXtEWbUE5VBGHOJB9FRxV6OCMRnaAziXW5QAXKrKLdhInp7mJZ3mYU6jyK0rY4xs2dmRTAfemll+LSSy8F4G9bzglLW7duxY8//ohvv/0WjzzyCCiKwty5c3lx6dhjj0V5lFbUhPj4wv72GaEQEnKtNKEIBAIUFBSgu7sb/f394yomWSwWdHR0APAHB8fKe0kWnCBsNpv5LnOE1CJduRKz/vU5jG+9BcfeBrgOH4Yn2s0KloXu+eehf/11sOEdUSkKhX/8I7LPPotfZAvsI5mlkKmkqKgIg4OD0Gg0qKqqitvNkINlWTQ3N8PpdCIjIwMLFy7k3UcSiWREohSHUCj0O6XUavT29qZETAIAcVkZVL+6Ftq//JVf5mxshPGdd6AIZB9PFQQCAQoLC/nfGRGTCCmBBHATCITJSMV778Hy1X+gWLcO+tdeh/aJJ+Bu70ja/lmH375OxcmXoQN3Drl1gyeUPoMBPrMZgik6oaTY8MwkAVhfpOjCl7kl6kwKdjdFE31ilbkF/RycmURF2UewwBQ8rJkUwB2MUqnE2rVr+WxHh8OB77//nheXvv/+exw4cADPP/88AP/kYPXq1XjzzTcncthTCl+YY5tNTycT+kkAJybp9Xp4vd6EJrpjhWEYtLS0gGEYqFSqiBuyqSAjIwNisRhutxsWi4W4DccJoUIB1XXXAQBYnw/6V1+D9oknjrhWgogQkgDk33VXiJAEgC/xmgrOJMAvZGZkZMBut0Oj0QzbUZBlWajVauj1er6MLVmNpjh3ktFohNVqTZkgl3PllTB9/AncHUeuOQc3Pg75//t/MZ3zkxXud2YwGGCz2abMeceRlE/0V199NRm74e/gEQgEAmHyIy4phvLyywEAWWecDu0TT4AJXIQlA8blF4joOGISFbgA4svcAqVxHIdWHIW5zU1JG9N4QnsjxaRozqQjZW4J7tgbFFYezREUs8wtSCAKEpBiuZB4XC6Y//UvZP7sZwkOcPqTnp6O448/HscffzwA/+R379692LRpE15++WX09vbi7bffJmLSCPCEt5BOUqcuwtiQSqX8RFen0yE/Pz/lx+zs7ITFYoFQKIwbHJxMKIpCVlYWtFotyU2aICiBAMorLkfWmWvR9d77MG7dCsnOnaBiOF9zfvlL5Fxyccgyr9cLh8MBYOo4kyiKQlFREQ4fPozu7m4UFBREFdJ9Ph+0Wi36+vpgCnxeVldXJ/V9SiQSqFQqaLVa9Pf3p6zlPS0Wo+Dee9EVuAYF/M50zcOPoPjPj6TkmKlCIpFAqVRiaGgIXV1dmDt37kQPaUQkRUy6/PLLk/JBTcSk6JAAbgKBMNnhHUIuF1iPJ2oL+5HCuvwCEZUWR0wKtFL1Wa0wffwxMI2cCAImLICbisxMYlmWNxclXOYWfGEd5SKbjeFMCoYepswtfH+9v12PzJ/9LHoA94Bm2ONNR1iWxd69e7F161Zs3boV27Ztw+Dg4EQPa8riM4VlSU6xu7vTFYqioFKp0NXVhaGhoZSLSWq1Gmq1GoC/vG08221nZ2dDq9XyE3XCxCBUKFBx5S+xc2E99Hv2QLnpJSDIuUhLpci79RZkn39+xLZ2ux0sy0IsFifNrTMeFBYWoqurCw6HA/v374dcLodEIuGdgAaDAYODg/B6/dcVAoEAZWVlKSn/LCgogFarhVarRXV1dcrEXOnRRyHz52fA/PEn/DLzJ59AecXlkMybl5JjpoqysjLodDoMDAxAJBKhsrJyyjhrkyImXXrppeOi+s9USAA3gUCY7NBBEzfGZoMgCXdluS4ttCT2ZIB3Jjkc6Lv9jjEfczJBhZW0+aI4k0xff83/nGiZW7CAFFUGYmNlJh35kR6BMylYbOICuGkAZSIxOj1u0BlZgH36T76cTid++OEHvrTtu+++gzXgpOOyqwQCARYuXIjVq1dj9erVEzncKYc37LqImiKugplAbm4uurq6oNPpUpYn5Ha70drayguylZWVKAhqpz4ecG4kk8kEhmGmZGem6QJN0ygtLUWzzQbThgdQ1dYO76AGabOqkPXzM2Jeo3CfyVOu1EgoRFVVFZqamqDX66HX66OuJ5FIUFBQgKKiopQJrQqFAkKhEC6XCyaTKaUuvfzbb4d18xYwQZ//2r/9DaVPPZWyY6aCrKwsVFZWor29Hd3d3TAYDFi8ePG4lAWPlaSM8JVXXknGbggxIAHcBAJhskOJRKDEYrBud9LEJCaQeUDFueChhrlzmHnqqWMex0RB+zwhz6NlJnX9+mZg7cP+9RPNTBrGmRR1GUJFoWABKXpmEqK+zgVwr09Lw89EYjzrcuJprTGhcU81DAYDvv32W951tGvXLng8/v9TTjxKS0vDihUrsHr1aqxZswYrV66cMqUVk43wzCRB5shaZBNSh1wuR1paGj+5zMnJSer+dTodmpub4Xa7QVEUZs2ahdLS0qQeIxGkUilEIhE8Hg8sFguysrLGfQyEI+Tl5aGtrQ0OAPQvzkNhAt0dOTFpKn4OFxQUQCgUwmQywefzwel0wuv1gmVZyGQy5ObmQqFQpNwAIhAIoFKpMDAwAK1Wm1IxSahSQXnlldA+/ji/zPrV13AePDjl3Enl5eXIyMhAS0sLrFYrOjo6UlYmmEwmv9xFIAHcBAJhSkBLpfC53fDZbBhrkRvLsrwzKZ6YRA93Z20Ku2bDcx6idXNjg95fwjfBg8WfaGVuUUK+I8YWnJ80TJlbMFyJdlOtPxPgeqUKzxlsiJ7SNLXJzc3lRSPu36ysLKxcuZJ3Hi1fvnxKlVJMZsK7uQnk5KbbZIGiKCgUCgwMDMBgMCRVTDKZTGhsbATLspBKpaitrZ2wG65cbtLQ0BCMRiMRkyaY4G6CfX19UE5zMQnwt5ofz66JscjNzeXFpFSWugGA4qKLoH/pJfiCykunojsJ8P/eBAIBGhoa0NfXh7KysnEt1R0NREwiEAgEQlKgpVL4DAYwYZO6UeHx8KJHIgHcsWA9nrivT2rChB4vHZmZxFBHFCRBogncwWVu0fKRYpW5BUEnsE5CTGGxbzgYhkF+fj4vHK1evRoLFy4ksQApgrGEOpOExJk0qQgWk5KF1+tFU1MTWJaFSqXCvHnzJjxnJDs7G0NDQzAYDCgvL5/QsRD8N+S7u7uh0+ngcrniTsxZlp3yYtJkQaFQgKZpuFwu2O32lJYNCmRS5Pzyl9PCnQT4f3dZWVkwmUzo6elBVVXVRA8pLuMiJjEMg9bWVuj1et7iHY01a9aMx3AIBAKBkAKE+fnw9PTA2dyMjKVLx7QvJqitLzVDxSQ2zIXkpQQRy3zBzqSgn1lfbK9PiPMoiijExixzO8KwHdwIaGlpmRIW9ekCYwtt+y0kzqRJhUKhAOB3frjd7qQ48jo6OuBwOJCWloba2toJF5IAvzPk8OHDMBqNSXufhNEjlUr5iXlnZ2fc7n4OhwM+nw80TSODdIMcEwKBAFlZWTAYDDAajSnPoJpO7iSKolBWVobGxkb09vaitLR0Un+OpDQZTqvV4sorr0RWVhbmzZuHY489lm+FG/444YQTUjmUKQ3XzS34Ed4Nh0AgECaatMDdE5/BOOZ9cSVuoKi4neEogQCIElAoCExcWK834rUpgy/SmRS+jI0hJiGOmBQiIEUTjhIocxu2mxsbvQxu48aNId1JTWYzvN6pK/jFgwhJ4wsTaOfNISTOgklFWloapFIpWJZNSrczLswfAGprayFKQgfRZJCeng65XA6WZTE0NDTRwyHA3ykLAPr6+rBnzx7+/GMYBmazGRaLJcKVRMLTxw6XlWQ0GlN+LM6dFAznTpqKKJVKyOVy+Hw+dHd3T/Rw4pKyvxSdToejjjoKr7zyCnJyciCX++3GK1euRGlpKWiaBsuykEgkWLNmDelaEgeum1vwg3RzIxAIkw1a7p+8MYELsrHgC+yDSksbtiyIjnLHJm3OHABT25kULvT46EhnEoPoZW5sPOdQSJlbFOEooTK3oP2PwKQUPAH0D4XBdDQ5XX/99UnLOnzrrbfw5ptvJmVf0xnGEe5MImLSZIObXI611I1hGBw6dAgsyyI/Pz/pgd5jJTc3F4D/pjph4lGpVKipqYFAIIDJZMKePXtw4MAB7NixA7t27cLOnTvR0NDAix6kxC05cJlh4zVnVVx0EQRhOWXaJ6eeMwnwu5MqKioAAL29vbDZbBM7oDikTEx65JFH0NnZiRtvvBFqtRp1dXUAgK1bt6KzsxMajQZ33nknvF4vysvL8c0336RqKFMemqZRXFwc8iDd3AgEwmRDELgA81nGfuHg7ugEEORQikO0gG7ZT37i334Ki0nhQo+XooE4mUkhkUnxytyC9xtFyYlV5hYMjdFlJnHd3Dgomp6WsUnPP/88qqurcdVVV+F///vfiLfXarV46qmnMHfuXFx00UXo6OhIwSinF6ydOJMmO1yp21idCgMDA7BYLHw79MkGF4BsMBjixnsQxo/i4mIcddRRKCgoAMuyGBwchN1uh1AoBE3TMBgMOHjwIBiGIWJSkpDL5aAoCk6nE84EruXGSlR30jffwPbDjyk/dipQKpVQKBTw+XzYs2cPvJPUaZ+yzKRPPvkE6enp2LBhQ9TXc3Jy8H//93+ora3FFVdcgRUrVuD6669P1XCmNKSbG4FAmAqISvytmN3tY5/4ciKQMC9v2HWDc5Myf34G8m65Fc4DB0L2MyWJFsAd7kwKKDEU2BAHV9Rgbf7F+N3cYpW5UUHbjSQzKVgrCu/mpsjOhlCjm3bd3Pbu3Ys77rgDL730El5++WUUFRXhZz/7GVasWIGlS5eisLAQOTk5EIvFMJlM0Ov1aGpqws6dO7Ft2zZs3rwZPp8PSqUSjz/+OK677rqJfkuTHpaUuU16srOzQVEUbDbbsGHIsWAYBmq1GgBQUVExKTsdSaVSSKVS2Gw26HQ6FBQUTPSQCPCXWs6dO5fvNCaXy1FcXAyHw4G9e/fCZDLBZrNh0aJFEz3UaYFQKIRUKoXVaoXZbIYkTv5lslBcdBH0r74Kn07HLxt85BFUvPsOqClWukhRFObOnYt9+/bBarXCFy++YAJJmZikVqtRUVHBO2i42lOPxxNS13zppZfirrvuwqZNm4iYRCAQCFMYYa7/bmwynElcyUpaTc2w6wY7kxTnnw9Rfh5chw4BmNpiUrhDqEteECH0cGJSxCVSvFK1JJS5UcOIScEC0nCyk9c3/ercFixYgM8++wxbt27FU089hY8++ggvvvgiNm3aFHc7rjyxuroaV199NX71q1/xMQGE+ISLSTQJ0J10iEQifnJpNBqRn58/4n0MDQ3B6XRCLBajqKgoBaNMDrm5ubDZbNBqtURMmmSoVCrePQb4HTRz5sxBR0cHPB4PDh48iPT0dIjFYpSWlvKOOsLIyczM5MWkvARuDo4VgUyK3F/fiIH77ueXOQ8cgPmzz5B1xhkpP36ySUtLw5IlS6DVaiGMkg86GUiZRCcSiUKS8LmLoYGBgYh1CwsL0dramqqhEAgEAmEc4BxCrHvsAg5X3kanD38nSxjIpwAAOnDnixIFvnSncrhz2F2o/apZsHz1VcgyNpaYFKdUbfgyt+jijkt4xAFGjyAoaRpWsSXM6tWr8fbbb6OnpwfPPfccLrzwQlRUVEAgEIBlWf4hl8uxevVq3HXXXdi8eTMOHTqE2267jQhJI4GISVOCsZa6aTQaAEBBQcGk6N4WCy43Sa/XT9ryFMIRfD4fCgoKIJVK4fV6YbFYoNPp0NDQgMHBwYke3pRlvHOTACD73HMhnjUrZNngxsfBjEOpXSoQCAST+vMuZWJSSUkJ+vv7+ec1gbvLW7duDVnPZrOhtbV12IBVAoFAIExuKBEnJrnHvC/G4f/SpyTpw64rCYRt+9fnxCRRYCxTWEyKIgg59uwJec4GpBqaChV34uYeDVfmxgxvpR7OmRRyuLg7mhnf/SqVCldffTVee+01tLW1we12Q6/Xo6+vD06nE0ajEZs3b8aDDz6INWvWTPRwpyYuV8hTIiZNTsYSws393QAYlatpPJFKpZBIJGAYZly6WRHGhtFohEgkwqJFi1BfX4+6ujrk5uaCZVkcPHiQFzEJI4OrULJYLGASyGNMBpRQiLzbbg1Z5u3vh/6118bl+DONlIlJK1asgEaj4T9AzzjjDLAsi9tuuw1fffUVbDYb2tvbcfHFF8NiseCYY45J1VAIBAKBMA4ccSaNXUwyvvsuAMDd1jbsupJ5c/mf6UDJGy8mTeUytzDBZmVfY+Q6fGZSGPEu2oJfi7JeIgHcVAKlcPz+hvEmCeiZISiFk52djYKCAoijdCMkjJAo4iYRkyYnWVlZoCgKDodjxKG8Wq0WDMNALpdP+pBkiqL4LnNj7V5HSC0Mw0AXyNhRqVRQKpVQqVSYN28eCgsLwbIsmpubxyVEerqRnp4OkUgEhmFgsVjG7biy445DxlFHhSwzvPEm2EmaOzSVSZmYtHbtWvh8PnzyyScAgOOPPx5r165Ff38/Tj75ZGRmZmL27Nn46KOPIBaL8eCDD6ZqKFOe/v5+lJSUhDw2btw40cMiEAiEEOi05IlJ7vZ2AIDz4MHhjys/0t2SSvc7maaDmBQu9LAUBfnJJ4eugpGLScFiUbhg5V84/NCGk3+oGDvZuHEjSkpK+Oc6g37ShkoSphBRzmOKiEmTEpFIxJdvjtSxw0VlTHZXEgcnJnFuKsLkhOu6JxQK+bIswJ/3O2fOHGRnZ4NhGLQlcHOLEApFUbw7aTxL3SiKQt4t60OWeQcGYNu2bdzGMFNImZh0xhlnoLu7G2vXruWXvfPOO7jvvvswe/ZsiEQiZGZm4rTTTsO3336LZcuWpWooUx6GYdDb2xvyGM8/SAKBQEgE3pkUVm4yGtLm+t1GuevXD7MmQpQNPjMpEFQ4pcWksAkyC0CQmRm6LEZmUtxubsM4k6JNzJOF2WxGb28v/9znY0aQvkQgxCCaM0kqnYCBEBJhNKVuDocDZrPZP0kchyDfZKBQKEBRFOx2OxxhmV6EyYHP50NnZycAfw4XHdbxi6IoVFdXg6IoDA4OkpLFUTARYhIApNfXQzJ/fsgyQ8D1TkgeKROTaJpGcXExfwIB/rsRf/jDH3iroMFgwCeffIIlS5akahjTAu53GfzIDJtQEAgEwkTDi0keT3THywjgytXElRUjG0N4ZtJUDj6NEJMosGF5RizvTAr7fSfYzS26mDSMcymcEVSpZWZmori4mH9O0/SMDugmJIeI81Qg4D8DCJMPpVIJwF+25klQ8NdqtQD8QlRaUAfPyUyw04W4kyYfTqcTe/bsgdlshkAgQGlpadT15HI5CgsLAQCtra3jlv0zXZiIEG6O7HXrQp5bv9kMDwlUTyopE5MIyaOwsBA9PT0hj/WJ3K0nEAiEcYQKyn4ZqyOIsdkAAIIRuguowF3F6VDmFi7jsBQFeH2RyzD6bm5RHUzDBXSPEDYoZHv9+vXo6enhn6tycydthxLCFCJcTJJISGOXSUxWVhakUil8Pl/ULs/R4Dpq5QZ175wKkFK3yYndbsfu3bthsVggEolQV1cHiSR299jKykoIhUJYrVbyfzlC5HI5KIqC0+kc99ypzNNP4+MPAAA+H0zvvz+uY5juEDGJQCAQCEmBCrpbPNbcJE5MohMIWRUF7hiGLpz6YhJYFssGmo48BRURHsnE8PUk3M0tioOJHc65lAhBxxgugJtAGDNhYlLI5IEw6aAois9O6+7uHjY3zW63w2KxgKKoKSsmGQwG4miZJDAMg4MHD8LlckEqlWLp0qVQKBRxtxGLxSgoKABwRNgkJIZQKOQD88dbiBPIZMj82c9Clhn+8VZSsj0JfoSpPsCXX36JL774Au3t7bBarTEt8xRF4euvv071cAgEAoGQIoLLSsb6Re3jxKQEnEnpdXXIv+ceiMuOWNS5zCQwDFiG4R1LUwqGwf3fv4SPZ63Cc/Vn+p1KQWVuLMsGOZPYiG3j7TfuekFupeDv7Ae/fR73rLomYnUiFhEmnLBrS9LJbfKTn58PtVoNp9OJ3t5elJWVxVyXK3FTKBRTrvuhTCaDWCyG2+2GyWQaVrQgpJ7BwUHekbRw4cKEyybz8/PR09ODoaEh+Hw+4qodAbm5ubBYLBgcHERRUdG4Hltx4YUwffAB/9w7OAjzl18i64wzxnUc05WUiUlmsxlnnnkmtmzZklDmArEjEwgEwtSGomm/I8jjGVMIN8uyR5xJCZa55Vx8Udhggr5TUhgonVJYFjRYyDyB4FaKAhtc5sYwvJBDh3+FjqXMLcZ+lmoPRd/fWMQk8t1PSAYMEZOmGgKBAOXl5WhpaYFarUZBQUFMoWiqlrgB/vlNTk4OBgYGoNfriZg0wbAsi66uLgBAaWnpiPK35HI5JBIJnE4n9Hp90s5Hm80Gu92OnJycaStQ5eXloaOjAwaDARaLhe/oOB6kL5iP9GVL4di5i1+mefgRpFVXQxJo9kIYPSkTk+644w5s3rwZOTk5uOaaa7B48WLk5uYS0YhAIBCmMbRIBMbjGZMziXW7gUBw9mg7MoV81zAMMBUv0AIiGBeuzYSXuTFMSB5RyKZxu7nFL3OLl5kkc9thFWeg0tzPLxMyYwg5J5cEhCTAhp3HpJPb1KCgoAC9vb2wWq3o7OxETU1NxDp2ux1WqxUURUGlUk3AKMeOQqHgxaSqqqqJHs6MZmhoCDabDUKhcMQOGa7Msru7G1qtNiliksFgQENDA1iWhVQqxaJFi6ac+y4R0tPTkZeXB41Gg5aWFixZsiSic14qybnsMvQGiUm+oSF0nvcL5N15B3IuuijOloThSJmY9MEHH0AkEmHLli2YH9aWj0AgEAjTE0osBuz2MYlJnCsJGIPDIPgiZao6kwJQgeGzFABfWJlb4OeIMrd43dzYxDORwkWpN754AB5agAyvC+cd+hpqeQHqh9oixxx3r8HrETWJkATC/sYFxJk0JaBpGtXV1di7dy/6+vpQVFTEZ6twcK6kqVjixpGTkwOKomC1WuFyuUbdjc7pdMJqtUIul0+ZjnaTCZZl0dnZCQAoLi6GaBQdHzkxSafTjbnUzePxoLm5ma/gsdlsOHToEBYsWDDqfU5mZs2aBb1eD4vFgtbWVtTU1IybyUT+058i45ijYf/ue34Z6/FAs+FB0GlpyD733HEZx3QkZZKgzWbDnDlziJCUBPr7+1FSUhLy2Lhx40QPi0AgECLgQriZMYhJ6gsuPLK/0V6oBV2gJNTefpIRPGaKF4qoCNcQE3if4Zdj4UHdIa8NW+YW27kkZryQev0ljFcc/Bfu++FlCCL6zsVm48aNfPAuAGg0mmHDd6cifX19uPLKK7F69WqsW7cO999/P/75z3/yExlCkiGZSVMWhUKB3NxcsCyLpqYmeL1HnI5erxd9fX0A/Hk1UxWxWDymAGKWZaFWq/H999+jsbER33//PdRq9ZT85dAAawABAABJREFUbptIhoaGYLVaIRAIQr6HRkJmZibS0tLg9XrHFCbNne9OpxPp6elYvHgxKIqCVqvlM8JShU6nQ2NjI9Rq9biGwkskEsydOxcURaGvr4//2x4PKJpG8caNkCysj3htYMODcAdKHwkjJ2ViUm1tLRwOR6p2P6NgGAa9vb0hD7PZPNHDIhAIhAiowJ3jsTiT3Gp1EgYyxZ1JwWJS4GeGosAiVEzi8ooi7u3Fe8/BF4/xHEzh6yYBs9mM3t5e/rmP8Y1Aipo6XHzxxXj//fcxa9Ys2O12PP/88zj77LNRVVUFhUKB4447bqKHOL2IcCaRbm5TierqaojFYlitVuzduxdOpxM+nw8tLS1wuVyQSCRTMi8pGK6rWyIChMlkQldXF1wuF3w+H5qamtDe3g6WZZGWlgaGYdDe3o4DBw5MSzE+FTAMw4v5JSUlo3a5URTFC5tdXV2jFvTUajV0Oh1omsb8+fORnZ3Nh9AfPnw4ZSKPwWBAY2MjhoaG0N7ejj179kCv14+bMKlUKjFr1iwAQGtrK0wm07gcFwCECgUqXnsNOb/8Zchy1uXCwH33E3F2lKSszO2GG27AlVdeic2bN5OLpjFC0zQKw1pfZ2ZmTtBoCAQCITa8mOSa2LarFB2WmTTViDpmKrTTGjN8Nzdhbi684Xc5h+nmFnxBxSb5d5eZmYni4mL+OU0LpmWh2w8//IAXXngBF154xGU3NDSEvXv3Ys+ePdi3b98Ejm76Q0kkEz0EwgiQSCSoq6vDvn37YLFYsGPHDohEIjgcDlAUhdra2ikfTJyTkwO1Wg29Xh+3PMpoNGLv3r18ULRIJILdbgdFUZg9ezaKiorQ39+P1tZWaLVaMAyDBQsWjGv+zFSkq6sLVqsVIpFo1K4kjpKSEvT09MBsNkOv10OpVCa8rcvlQkdHB/r7/bmDs2fP5sOoy8vL0d/fD6fTicHBQRQUFIxpnOHY7XYcOHCAz2dyuVwwm81oaGiARCJBVVUV8vLyknrMaJSWlvKd3dra2nhX1nhAicXIv/02sE4HDG/+g19u274d1v/+F/Kf/nRcxjGdSNknzxVXXIFf//rXOPvss/Hkk0/CarWm6lDTnsLCQvT09IQ81q9fP9HDIhAIhAh4MckzOjFpLI6m0IEElbkN17FsMhKlzI0NWw42tjOJF4GiTDBCy9yGCeAe5Z06KobfaP369ejp6eGfFxQUTPlJYjRKS0t5JwKHSqXCiSeeiNtuuw2vvfbaBI1sehJ+R5lOI2LSVCMzMxNLly6FTCaD1+uFw+GAUChEXV3dtOiAlpWVxZdHGQyGmOt1dnby57PH44Hdbudb2BcXF4OiKBQVFaG+vh40TUOn0+Hw4cPEVREHq9UKdcDxPHv27DFnb6WlpfE3RQ4fPjysO8zr9WJgYAB79uzBd999xwtJlZWVISHgweV3ySpjZFkWRqMRXV1d2LNnDzweD/+3tnz5chQXF0MoFMLpdOLAgQNoa2tLeekbRVGorq4GTdMwmUxjKhccLbnrb4EwTKwb/POjYD2ecR/LVCdlziQAeOSRR9Dd3Y2bb74ZN998M3Jzc5ERo46doii0tUWGeBIIBAJh6kCPsczN0dDA/1z1n3+PYSDBIsoUvMgOuoikAz+zVOKZSbyDKdrd6pGIRUm4qIzVcQ5AiOg3nbj++uvxj3/8A6eccspED2VmEHYeUxISTjwVSU9Px9KlS2EymeB0OpGTkzNtgqa5TmA9PT3QaDRRO9PZ7XYYDAZQFIUVK1bAYDCAZVnk5uZG/B4UCgXmzp2LgwcPore3F+np6SgtLR2vtzNlYBgGTU1NYBgGKpUqac6b8vJyaDQa2O12dHZ2hnTp0+v1/GsulwtutztEGMrKysKsWbOQnZ0dsd+ioiJ0dXXBbrdDq9WOabw+nw/Nzc18iD0ASKVSLFiwAAKBAAKBADU1NaiqqkJHRwe6u7t5B9f8+fMhFPplAq/XC4vFAqlUmrQQfE6Q6+7uRmdnJx9SP14IZFLk3Xor+m69lV/m7uyE4e13kHMx6e42ElImJmk0Gpx44ok4ePAg/wcUfDKHM54nEIFAIBBSw1gzk6j0IzccRGOxolNTu8wteix2qJjkdxVxZW7hKwfec7Sv1mHK3II7xk3JvKlJgE6nw7Zt27B+/XrcfffdIyqDIIyCCGfS9BAgZiI0TU8LJ1I0uEoDrVYLp9MJSVg55sDAAAC/UJSRkRHzBjxHXl4enE4n2tra0NbWNi2ypZKNRqPhy9vmzJmTtPmmSCTC7NmzceDAAXQFwpulUim0Wi2GhoYi1k9PT0dBQQHy8/ORnh47040rw+vs7IRarUZubu6oxuxyubB//36YzWZQFAWFQgGlUonCwsIIN7BAIEB1dTUyMzPR3NwMvV6PHTt28AJZa2sr3G43hEIhFixYkLS/z7KyMvT19cFsNqO/vz/EpTUeZJ76M+j//nc4Gxv5ZUNPPYWstT+HIFB6SBielIlJd9xxBw4cOIDq6mrcdtttWLRo0aj/IAgEAoEwNeDEJMblGtX2XHmcqLR0TN8XIdtORUEkVpkbQl1FvDMpxq+KiqImDVfmpnvhRWSsOAqy1cemvkRwml4TPP/889BoNHjiiSfw1FNPYfHixSGP+vr6iIkkYQyEO5NImRthEiKTyZCdnQ2j0Yje3t4QNwvDMLyYFJ6TGo/S0lI4HA709fWhqakJaWlpI8pVZRgGTqcTHo8HMplsWpUdMwzDl7eVlZUlzVXDkZeXB5vNhs7OTl5QAsCXImZnZ0MikUAikYzo2Fwmk9VqxeDgIPLz83ljRiLXRS6XC7t374bT6YRIJML8+fMTEoDy8vIgkUiwf/9+vuwtGK/Xi4MHD2L58uVJ+V2KxWKUl5ejvb0dhw4dAsMwfCnneEDRNPLvuB3qiy/hl/mMRuiefx55t9wyLmOYDqRMTPriiy8gkUiwefPmcVcaCQQCgTAxjNWZxLo9IfsZNUHlXckOkR4XgsZMBZW5sWFlbmysMre4+w7aR1Ab7mC6r74ac5ubMNoSwYTHM03FpP7+fmi1WjQ0NKChoQH79u3D999/j5dffhkejwcCgQAeks2QPEiZG2GKUFpayotJJSUlfPmawWCAy+WCSCQakZORC+Z2Op3Q6/VobGzEkiVL4rpfAH8JFBcE7Q18D3BlhiKRaPRvcBKh0WjgcDggFotDGj8kk8rKSkgkEvT29kIgECAjIwPFxcWQyWSj3mewO+nQoUMwGo3QBhpp1NbWRi2R5PB6vdi3bx+cTifS09NRX18/rMMtmMzMTKxYsQLd3d3o7u4G4Be3ysrKsHv3bthsNrS2tmL+/Pmjfn/BlJWVweFw8KHyVqs1qQ6y4chYtgzy/3ciLP/5il+m//uryP7F+RCXpOacmW6kTEyy2Wyora0lQhKBQCDMIKjAhTEnCo0UToQas5g0DZ1J/uWh67B8mdsI3iN7RKgyvvdewuMYLVPwtz8q+vv7QxwFubm5OPHEE3HiiSfyy7g7u6SbW3IhAdyEqYJSqURmZibMZjPUajVqamoAAH19fQCA/Pz8EbuDuPbye/bsgdVqRWNjIxYvXhxTFHK73di/fz/fll0gEMDn88HhcKCjo4Mf01SGZVm+2UNJSUlKHVeFhYUjcpMlQnl5OQwGA0wmE39uAEBTUxNWrFgRNUuMYRjs378fVqsVYrEYCxcuHFZUjIZQKERlZSXKysoAgP/d1dbWYvfu3RgcHEReXl5SSiopisKcOXOQkZGB9vZ29Pf3QygUorq6esz7TpTc9eth+WYzf3ONdbuhfeIJFD/653Ebw1QmZd3c6urqoNPpUrV7AoFAIExCKLH/4nXUziQPJyaN8c7odBKTAj8y4QHcwOicSUE4Ww7FX2EquromiJKSEuzevRsAcO+99+KDDz5Ae3t7yDpCoRD19fW4+OKLJ2KIMwbiTCJMViiKwqxZswD4BSS73Q6Hw8HPmUZ7E57rfJeWlgabzYampqYIkXVoaAj79u3Djz/+CJPJxGfgrF69GosWLeLH5HQ6R/8GJwkGgwFWqxUCgWBKGhtomkZ9fT0qKipQUFCAefPmQS6Xw+v1orW1NWJ9lmXR0tICg8EAgUCAurq6UQlJwXAh3RyZmZl8yPuhQ4fgTlL3XYqiUFZWhrlz5wIAuru7eaFzPEirrITiggtClpk//RQOctMnIVImJt12223o7u7GO++8k6pDEAgEAmGSMfYyt4CYNEabPTXVA7iD5gBHMpMixSQGVMg6I915zuWXRV1FwNnoRyvEJbrdNKpy++ijj/hJy6ZNm3Duuedi9uzZyMrKwurVq3HjjTfixRdfxI4dO6bFZG1SEe5MInlUhEmMQqFATk4OWJbFgQMH0NLSApZlkZOTA6lUOur9SiQS1NXVgaZp6HQ6aDQa/rWenh7s378fOp0OHo8HGRkZWLx4MZ9nq1AooFAowLIsX940leFcSQUFBVO2bI9zCM2dOxf5+fmora0FRVHQarXo7e2Fx+OB3W6HxWJBS0sLBgYGQFEU5s+fP6LcrJFQUVEBqVQKt9uN3bt3o7e3F0ySrrHy8/N5h1dHR0dS9pkoquuvAx0Wuq155JEIQZYQScrK3M466yz89a9/xVVXXYUffvgBv/zlL1FVVUUCJwkEAmEaQ/Ni0igDuANiEp2MoEya9ucKTcmLgWBnEvdzFGdS4N/R3hkS5uSMcktCOKeffjr/c09PD/R6PZ+Z1NDQgO3bt+PFF1+E2+0mmUnJJjwzSUycSYTJzezZs7F7925YrVYAficK51gaC3K5HBUVFWhvb0draytomobBYOBLpfLy8lBUVISsrCzQdOg3R1lZGQwGA/r7+1FeXp70wOrxwm63Q6fTgaIolIylK+wkQyaToby8nM9SOnQo1FnMlYylsnuoQCDAvHnz0NDQAIfDgUOHDkGj0aCuri4pol15eTk0Gg0MBgPMZnPKRLFwhAoFVL+6FoN/fpRf5ti5C9avv4Y8qFSdEEnKnEkCgQC/+c1vYLPZ8MQTT6C+vh5SqZS3zIU/hMKU6VpTnv7+fpSUlIQ8Nm7cONHDIhAIhAi4Sdyou7nxzqQkiUlA0svcvHo9zJ9/Pmr3VUIEB3Bzi1JQ5hYznDyJvzM2aHQbN24Mubi39PbB5/Ml7ViTiZycHBx//PG4+eab8fLLL/MTx4aGBrzyyisTPbzpRYQziYhJhMlNRkYGFi5cCKVSCYVCgQULFkCepHbkpaWlyMrKgtfrxYEDB3ghqbKyEvPmzYNCoYgQkgC/YyozMxM+n4939kxFuM5qOTk5IwqfngqUl5ejvLycF24EAgFEIhFkMhnq6+uTnt0UDZlMhuXLl6O6uhpCoRAmkwnNzc1JuXGXnp6OvLw8AAjpkDceKC6+GKKwoPbBPz+a2mu9aUDKFJyRnlBT887x+MAwDHp7e0OWmc3mCRoNgUAgxIbO8Nfos47RlfEwyQrgBo7kJiW5zK3rssvgaj0M5bXXIu+3Nyd13zwh34ls0E/RxaSRBHCHfN+O83ev2Wz2f5/NqQUApFMjKtCb8nC5JnV1dRM9lOlF2ElEERc8YQogl8tRX1+f9P3SNI26ujocPnwYer0eUqkUZWVlyBnGicpl1+zfvx+9vb0oLS2dciViFosFAwMDAMAHSE8nOAdbZWUlGIYBTdPj1vksGLFYjNLSUmRnZ2P37t0YGhrC0NBQUkK5S0tLMTAwgKGhIdjt9nETBOm0NOSu/y36brmVX+ZWq2F47z3kXHjhuIxhKpIyZxLDMCN+EKJD0zSKi4tDHuNl+yMQCISRQAUCHxm7fVTbJ62bG4Jyk5IsmLhaDwMAzJ98ktT9hhBrzEx4ZtIYv8aZ1Eg5sS5tMzMzI1o0T6PYpLg8++yzEz2EaUxYmVuUTkcEwkxCJBJh7ty5WLVqFRYtWjSskMShUqkglUrh9XpDuoiNFwaDAfv370draytcI3Q4syyLtrY2sCyLvLw8ZGdnp2aQkwCKoiAQCCZESApGLpfzodytra3wBjqijQWZTAalUhnSkW+8yDz1VEgWhgq8+k0vgU3C+5qupExM+t///of//e9/JBMgCRQWFqKnpyfksX79+okeFoFAIERAB+4gMQ7HqLZn3f7vjGQ6k9gUCSZsCsuzYrp1I8rc/P+OxJkUumpixxkLwd6j9evXR1wcprJl82TipptuwhdffJHw+uMdQDqdIAHcBMLo4NxJgD/7bTzLkPV6Pfbt2wetVouenh788MMPOHz4MA4dOoTGxkb09fXFrWTR6/UwGAxJy58iJEZ5eTnS09PhcrnQ2dmZlH1y5fADAwPjqiVQFIW834bOsT29vTD/K/Z3NzNlszmTQ8rEpOOOOw6XXnrplLNHEggEAmH00JKAM8k5SjHJk8QyNz4TYuqJSbEPGh7AzZW5jRLiCh43SktL8Ytf/AKNjY1x1+vo6MAvf/lLvk0yYeQQZxKBMHry8vIgkUjgdrsxNDQ0Lsf0er1obm4GwzDIycnhs5u6u7vR29uLoaEhtLS0xM3R4YSM4uJipAdc0oTUIxAIUF1dDcAvQNpstjHvU6FQQCqVwufz8WWL40XGUSsgCSs/Hfrb3yKykzweD5qbm7F161Zs27ZtWnRBHA0pE5OUSiUKCgpStXsCgUAgTEIoceAGwgjuJLEeD6xbt8FntSXVmUSlKDOJJ5W25yDRSJCVGXU5cCQzabSC2XjcTWNnTCFbfD7//HMIhUKcfvrp6O/vj3i9o6MDV155JWpra/HKK68QZ/cYoImYRCCMGpqmkZ+fDwAYHBwcl2Oq1Wq4XC6kp6djwYIFWLJkCebOnYuCggKUlZXxTpXOzk44nZGZjDabDWazOcRZRRg/VCoVVCoVWJZFe3v7mPcX3Imvt7d3XONwKIqC8qorQ5a5Ozqg27SJf84wDBobG9Hf3w+GYeD1enH48GFoNJpxG+dkIWVi0rJly3D48GGShUQgEAgzCCrgRuVEoUQYev55dF99NXp+9SuwgQk0lQxXa4rFpJQ6k4LGXPC7u44cMzyAezTOpJAA7gTWGQUzK1Y7MebMmYMPP/wQGo0Gp59+On/3trOzE1dddVWIiLRs2TJ8+OGHEzLOyy+/HBRFxX1Em8wBwHfffYe1a9ciNzcX6enpmDdvHjZs2BBzfY6mpiZcdNFFKCwshEQiQVVVFW699VYYjcZRvQcSwE0gjA0uSFmv1yclBycedrudL3+urq7ms4AKCgowd+5cVFVVobq6GtnZ2WAYJmqODid65eTkQJwMZzNhxMyaNQsURfHB2WMlPz8fIpEIDocDer0+CSOMDcuyIee5/MQTI9xJ2r/8Fdq//Q1MoJzPZDJBKBRiQV4eir78N5QPbIB23XkY2LgRPuvY3VlThZR1c7v99tvx//7f/8Of/vQn3H333ak6DIFAIBAmEbyYNIKLT9MH/kmzfedOSObP8+9HmISvp0CZW6rcNykVk7gxUxQEOYqg5aGrMQHBLJ73p/y1V2HfuRO273+A/YcfkjvOcChq3DvETSXWrFmDTZs24ZJLLsG6detQVFSE1157DV6vFyzL4phjjsHvf/97nHLKKRM9VMyePZtv0RxOtLbib7zxBi677DL4fD4UFxejtLQU+/fvxx/+8Ad88skn2Lx5c9SuPN988w1OO+00OBwO5ObmYv78+WhubsZjjz2GDz/8ENu3b+ddEolCytwIhLEhk8mQnp4Oh8MBnU434r/BRPF6vTh48CBf3qZUKqOuR1EUSktLYTQaMTAwgMrKSj5vj2VZXkyK9ZlFSD1SqRQ5OTnQ6XTo7e3F7Nmzx7Q/gUCAwsJCdHV1oa2tDUajETabDcXFxVCpVEkaNaDVanH48GE4nU5kZmYiOzsbLpcLkl9eAfx2fcg1zdBfn4T+zX/AVlMDmUyKbM0ghvbtA1gW3C1Qw/MvwPblv1Hy7DNIq6xM2jgnKykTk6qqqvDggw/iD3/4A3bu3IlLLrkEc+fOhVQqjbkNsSUSCATC1IYTgdgRlOjQGUeyDVivL7CfJIQyp6ibG08K79ayQWJS2AuhTzkxKc57zFi+HBnLl8O+Ywe3VbKGGQkRk4bloosuQkdHB/7whz+AoiiwLIs1a9bg97//PX76059O9PB47rrrLlx++eUJrdvZ2Ykrr7wSPp8PjzzyCG699VZQFAW1Wo2TTz4ZO3bswO23346nnnoqZDuLxYJf/OIXcDgcuOmmm/Doo49CJBJBp9Nh7dq1+Pbbb3HllVfi008/TXzgaWkT3uGIQJjqUBSFvLw8qNVqaDSalIhJPp8P+/fvh8VigUgkwuzZs+P+7ebk5EAikcDpdEKr1fJxKlarFXa7HQKBIKkiA2HklJSUQKfTYWBgABUVFWPOTi4pKcHAwADsdjvvdjIYDFiyZElSOpv39PSgtbWVf242m2E2m/1P0tKQ84vzIH7r7ZBtmKEhpAeyxGJdBbrVanRfcy0qP/wAAplszOOczKSszK2iogJ33303vF4vPv74Y6xbtw4LFixAZWVl1AdJ3ScQCISpD+9MGoGYRImOWNJZX+CrOQkdvqgUi0mpdSYF/h1OTOLL3JL8HpP5O4szrxdXVCTvOJOcH3/8EY5Al8N77rkHl19+OViWxbXXXovNmzdPKiFppPz5z3+Gy+XCSSedhNtuu43/2ysvL8dLL70EAHj++ecj8iSeffZZaLVazJ07Fxs3buQnHkqlEm+++SaEQiE+++wz7N69O+GxkLwkAiE5cAKSXq+Hy+VK6r5ZlkVLSwsMBgMEAgHq6+ujOheDoWkahYWFAIC+vj5+Ofe5olQqIUyGq5kwarjgbK/XG/J/xGGz2bBv3z7s2bMnoXD3tLQ0LFy4EEqlkg9mZ1k2KV3jLBYLDh8+DMAvWh199NGorKxEUVERysrKIBKJoF+zBo5zzo68FksAT3c3hp55ZszjnOykTEwqKytDWVkZysvL+Z/jPUpLS1M1FAKBQCCME6MRk0K+pAMCDSVIXplbygK4U+rACew7qJyIDbh+uvV2fNemw5YOIy8mjegyJ5Xj5gW8xFYXZGWlbiyTjKOPPhpyuRy1tbX4xS9+gbKyMuTk5GDTpk348ssvJ3p4o4ZlWT7f6corr4x4feXKlaitrYXH48FHH30U8toHH3wAwJ/TJAgTkMvKynDiiScCAN57772Ex0NK3AiE5CCVSpGVlQWWZaMKA2Ohq6sLGo0GFEVhwYIFCbtMCgsLQVEUTCYTrFYrGIYhJW6TiOAA9O7u7pAcIrvdjj179kCn08FoNKKxsRFqtXrYfcpkMtTX12PhwoV8l9NkCJwdHR1gWRa5ubmorq5Geno6KioqMGfOHFRVVWHJkiVIz8iA6cQTYf39PaDmz4+5L1oqReZppwEKRchyw+tvwKMZnxD7iSJl8m0yFEMCgUAgTC1Gk5kUTCrK3FgmReJJKktpAgIYhVChyA0axz/yDf/8lLzZgfUSeY+Tr/QnPFB8OlNTU4O2tjYcOnQIhw4d4t07LMvirLPOwvLly1FfX88/6urqhr1Tn0ree+89/POf/4TZbEZeXh5WrVqFSy+9FFlhAmBXVxffnW7VqlVR97Vq1So0Nzfjhx9+wDXXXAPAn5Wya9euYbf74osv8MMIsr5oCRGTCIRkUVxcDJPJhO7ubuTn5yflM8lut/PzxNmzZyMnJyfhbdPS0qBSqaDVatHb2wuVSgWXywWRSBQzb4kwvuTl5aGzsxMOhwNtbW2orq6GXq9HW1sbPB4P5HI55HI5+vr60N7eDrFYzDvOhiMjIwOZmZkwm83QarV8x7eRYjKZoNPpQFEUHxwe7ViLFi3C3r17YS0shPWG6yHq6ECByYQM7RC8Q0MQl5ZCeuwqSFeuBC2RILOlBd1nnQ0qcA3Hulwwvvsucm+8YVTjnAoQLyCBQCAQkodwbM6kI2VuSXQmpUqwSKWYFCMzyUyH5g8cUPrDHZM+ktG6l0hWTUyam5vhdDpx4MABNDQ0YN++fWhoaEBjYyP0ej22bt2KrVu38he1NE3DM5K/oyTz2WefhTx/++23ce+99+LNN98MCQjn8ibS0tJQVFQUdV9clEFwNkVnZyf//mJFHUTbbjioNNLJjUBIFnl5eejr64PRaMTBgwexePHiCBfhSGBZlu/2nZOTE/MzIx7FxcXQarXo+//s3Xd8FGX+B/DP7Kb3ShJSCSUNiCRUUUAQUUSkiKKoIIr99C4WzlNPFFQsx0897/RETlAQARVEQWniKUWRFkropEAIJXXTy+7z+yPsmCW7yWyyNfm8X69VMjPPzDPPJJkn33me75w7J09xCwsLM/piALI9lUqFXr16ITMzE+fOnUNBQYGcB9LDwwN9+vSBu7s7XFxckJeXh2PHjqG+vh6RkZFQq9XQ6XTQarVwcXExGuQJDQ2FRqNBYWFhm4NJ+fn5AIDw8PAWA6QeHh646qqrcOrUKVRXVyN8zBhERkaazO3lm5AA7fBhcNn6k7ys9KuvEPLIw5AskL7BETGYREREFtOmaW5N6UcmWTJnkpWmuVk1ya+pBNxXjLLSSY2dZ0U5k6ydkNwE0VKoq/MMTALQ2DFNT09Henq6wfKzZ8/KwaUDBw5g//79ci4HW+vevTtee+013HzzzejWrRskScLOnTvx4osv4rfffsOECROwbds29O/fH0BjMlQACAgIMPkzEXh56L9+2yv/HXjF1ICWyrXm4LFjGG7iD4yMjAxkZGQo3hdRZydJEpKSkrB7926Ul5fj1KlT6NWrV5v3V1RUhKKiIqhUqlYTbpsSGBiI8PBwnD9/HlqtFmq1mulSHExQUBB69uyJkydPQggBDw8PBAcHIzY2Fu6XpyLHx8fLuZVOnTqFnJwcuLq6ora2FkIIBAQEIDExEZ6engb7DgkJkd/uVl9fb3aS7/r6ely6dAkAFAUzPTw8kNLCFLcr+Uy+DTVNgkkNBQWo+u03eF99tdHtFyxYgAULFrS6X/0IYEdj9WBSbW0tli9fjo0bN+L48eMoLy+Hr68vevXqhTFjxmDq1KnyNxURETm3Nk1zMxiZdDmptUWnuVkpZ5IVn4IKIwm4RZP/6lW4NnayJEcJyujfLqc0SsQ3vwFoTP4ZFRWFsWPHysssnfBWqRdffLHZstGjR2P48OG49tprsWvXLsyePRtbtmwBANTU1AAA3NzcmpXT0/fz9AnIm5Zrqayxcq2pqK2VnzpfSX5LDxEp5uHhgaSkJBw4cAD5+fkICgpq01vTGhoa5FGGUVFR7Zoypw9EVVdXIy4uDh4eHJHoaKKiotClSxfU19fDy8urWeBQkiT06tULvr6+yM3NRU1NDbRNXmxSWlqK/fv3Iz093eAe4eXlBW9vb1RWVqK4uNjsNw1evHgROp0OPj4+8PX1bd9JGhE6eBBOR0XB9exZeZlmw0aTwSSNRmPynuUMrBpM2rt3L6ZMmYKcnJw/XnPcZN2KFSswd+5crFy5EmlpadasChER2YDk2nhbaevIJP00N4sm4LZWvMKqU7pMjEy64l5a7dL4x7ai4E2THD0Kj0525GgP2tzc3DB37lyMGTMGP/30E0pKShAYGCj/EVdXV2eyrD4w1vQJc9M//urq6oz+MWisXGskNzdERkYaXWeJV0kTdUbBwcGIjo7GmTNncPLkSQQGBpo13a22thZHjhxBTU0NPDw8EBsb2676uLi4IDExsV37IOtzc3Nr8UGDJEno2rUrwsPDUV5eDqDx3qDT6XDgwAFUVVXh8OHDSE1NNZjGGBwcjMrKShQWFpodTDp//jyAxilu1hhh7u3tjfpBAw2CSeWbNiH8xRcgGXnboJ+fn8l7VlMFBQXQWevhaDtYLZh09uxZjB49GiUlJQgJCcGsWbOQkpKCsLAwXLhwAYcPH8bHH3+M06dPY8yYMdi/f7+ihuyMCgoKms0J5VBtInJEFpvmZsGRSRBWuvnaYJqbJEkGnZ0rp4zpLn+taJqbDUhoORClH869yafxaWDm/v0GTyLJsQ0ZMgQAoNPpcPr0aaSnp8tT0UpLSyGEMNo5109Tazqdrem/S0pKjCZgNVauNdeOGomz//mP4u2JSJm4uDhcvHgR1dXVOHPmDOLi4hSVKy8vx4EDB1BXVwe1Wo2kpCS4GPmjmjovlUrV7OUOvXv3xp49e1BaWopTp06hZ8+e8rqQkBDk5eWhuLgYOp1Ocb6sqqoqaDQaSJJktbf/SZIEz1GjgK++lpdpi4tRtXs3vAcPbra90r/po6KiHHIEk9XG6L/++usoKSnBpEmTkJubi1dffRV33XUXRo0ahbvuuguvvvoqcnNzMXnyZBQVFeH111+3VlWcnk6nQ35+vsGHQ7WJyBHpg0mor1c0AqaxUJNgiX56nCVzJllrKpUN3ubW6jGsVQUrtdmVw7nr6+scJAxGSjTNTaF/5bO+g19bW2vy9eGnT5822BZo/MNUvz/9eiXlWiOZmT+DiJRxcXFB9+7dATS+xbHpVFVTdDodjhw5grq6Ovj4+CA9PR0BAQFWril1BN7e3khKSgLQOEjl9OnTEEJAp9OhpKQERUVFKC4uNiun3sWLFwE0PqCw5ujfgMRE1F+Rx0vzww9WO549WS2Y9P3338Pb2xuLFy82OTzZw8MDn3zyCby9vbF+/XprVcXpqVQqREZGGnw4VJuIHJHBH3JK8yY1CYhYZZqbtRJwW2Wvl5lKwH0Fs0YmycG19lRM2TGaTrtrergrh3O7ubpZtx3Jog4fPiz/Wz9iOiYmBuHh4QCA7du3Gy2nXz5o0CB5mYuLi5ziwJxyrVG1MKWCiNqnS5cuCAgIgFarxalTp1rdPj8/H5WVlXB1dUVqaiq8vb1tUEvqKEJDQ+UAZm5uLnbt2oXdu3cjOzsbQgj5TainT5+WH3CYUldXJz/MMndqnLkCAwNRk9bPYFn5ps1/5AXtQKwWTDp37hySkpLg4+PT4nY+Pj5ISkpy2AzljiAiIgJnz541+HCKGxE5oqbzwds01c0K09yEzkrRE6sm4G4eTBKQmo0Y0qka20myQSLr4Afub/c+MjIycLZJHoG+ffq06zXTZFv/+Mc/AACJiYlyUFCSJEycOBEAsGjRomZlduzYgaNHj8LV1RXjx483WDdp0iQAwOLFi5tNd8zLy8PmzZsBAJMnT1ZcR45MIrIeSZLQo0cPSJKEixcvoqioyOS2DQ0NyM3NBdD45q6WcucQmRITEyNPjayqqkJlZSVcXFzQs2dPqNVqlJWVITs7G/v27TOau6++vh45OTnYtWsX6urq4OnpabUpbnoeHh4Qg4cYLNMWFaHq991WPa49WK0n7OvriwsXLija9sKFC4xUExF1AE3/kFP6RjepydiUP97mZomRSfr9OuE0NyNvcwOABsn4bVtRTeTmUNAeV2wjubvDXclUI6smJSdr27RpE5577jlkZ2cbLC8rK8MTTzyB5cuXAwD+/ve/G6x/5pln4Obmho0bN+Ktt96Sg6G5ubmYOXMmAOCBBx6QRzDpPfzwwwgJCcGRI0eQkZGB+ssB6KKiItx1111oaGjATTfdhPT0dMXnIPEPViKr8vX1lV+pfvjwYZMBpfz8fPlNXlf+7BOZIzw8HEOGDEH37t0RGRmJtLQ0pKamomfPnggODkZ9fT0qKiqQmZkp30eAxhxJ+pFM+u/F3r17K86x1FaSJME/KRH1V+Q81mzoeFPdrNaS6enpOHv2LL744osWt1u+fDnOnDmD/v37W6sqRERkK+0cmWTJaW5ykMoB337RuiYJuJssPeRlvEPuKAm4zSWctN4dVWVlJebPn4/4+HhERUVh4MCB6NevH7p06YJ//vOfkCQJL730Eu68806Dct26dcPChQuhUqnw7LPPIjo6GmlpaejZsyeOHTuG9PR0vPXWW82O5+fnhy+++AIeHh547733EBkZif79+yMmJgbbt29HXFwc/vvf/5p1DhyZRGR93bt3R1BQELRaLQ4ePIj8/HyDPIn19fXIy8sD0Jgfzdp/vFPH5+LigpiYGPTq1Qve3t6QJAkRERHw9vZGYGAg3Nzc5IBSXV0dtFotDh06hJqaGnh6eiI5ORkDBgxoddaUpfj7+6Mm3fBt9eUbNip+0OosrPaT/ac//QlCCEyfPh1PPfVUs6dc2dnZyMjIwH333QdJkvDEE09YqypERGQjkiQB7Xmjm36am9oCtyd959UGU8AszkQCblPT2ZqNBzK2XXtHDSkpr8+ZJJovM8oJL01Hlp6ejueffx4jR46EWq3GoUOHcPToUURGRuLee+/Fzp07MWfOHKNl7733Xvzyyy8YN24cqqurkZWVhfj4eMyZMwfbtm0zOQJ91KhR2L17N6ZOnQpJknDw4EGEhYUhIyMDe/fuNXtEg+TKkUlE1qZWq9GnTx+Eh4dDCIHjx49j//79yM3NRUNDA06ePImGhgZ4e3sjNDTU3tWlDio8PBySJKGqqgo9e/aEq6srysvLsWfPHmRlZaGyshJubm7o168fwsLCbBrU9PPzQ02aYTBJW1yMqt9/t1kdbMFq72W8+eabMXv2bLzxxht455138M4778Dd3R2hoaG4dOkSamtrATTmhXjuuecwduxYa1WFiIhsSHJ1haivVx5MahpsUJh4WpHLnQar5UyyJhPtEKCtNrq5ylTAzFg7tmGaG3UO0dHRmDdvXpvLX3311fj222/NLpeSkiJPoWsvyY0jk4hsQaVSITExEV5eXsjOzkZpaSlKS0uRk5MD3eUHIj179uSoJLIaDw8PhISE4NKlSygqKkK/fv1w6NAhVFVVyW8b7Nmzp1Xf3GaKl5cXpK5dUR8dDdczZ+Tlmu9/gPeQIS2UdC5W/el+/fXXsXbtWgwZMgSSJKGmpgZnzpxBTU0NJEnC0KFD8e233+LVV1+1ZjWIiMiGJHlkktK3uTVNMm3BYJKcI8j5prkZS8ANCQhoMB5MUjLER2ohs5LXkMHwnzBBeQWJHBRHJhHZjiRJiI2NxaBBg9CjRw+4u7tDp9NBpVIhKSkJgYGB9q4idXAxMTEAGnMwq1QqpKWlISoqCsHBwUhMTLR6sm1TJElqHJ10Rc6/8g0boLsc6OoIrDYySW/cuHEYN24cKisrcfLkSVRUVMDHxwc9evRg0m0iog5I/0a3Nk1z01ou8CPpk1U7Y84kEwm4XXTGXytr3pMh44En18tv5zLJjGluRPbCBNxEtufp6Yno6GhERERAo9HA29vbLqNBqPPx8/NDUFAQiouLkZeXh4SEBPRU8sIQG/Dz88OZ9DT4rlkjL9OWlUGzbj0CJk+yX8UsyGbjDr29vZGamoqhQ4ciNTWVgSQiog5KMjdnUtORSXJiQkuMTLJyYMOqU8H+GJnU9DRcYDwwJlki+ZCR9jL7FOV9/FGwxV1wOh1ZGBNwE9mPi4sLgoKCGEgim4qNjQUAFBQUoLra1Ahu2/Pz84M2JAT1KSkGy4uXLjVIWO/MOImViIgsSv5jrqEtCbgvB5MsGAgSQkAIgbqz+Rbbp9WJP97mpoSkpE/SnjZVWo+2H4HIIjgyiYiocwkICEBQUBCEEMjJybF3dWR+fn4AgIrhwwyW1x45gqqdO+1RJYuz2DS3Tz/9tN37uPfeey1QEyIisiezRyY1IbTGp3G1rSKXQxsCuDB3Lko+X47wOS8hcOpUyx3DQZg1Mslksu7Wj0Lk6DgyiYio8+nWrRuKi4tx4cIFxMbGwsvLy95VgqurK7y9vVGZkgJVVCR0TR5qFn74H3hffbUda2cZFgsmzZgxQ/ETVFMYTCIicn5m50wyNs3NEnGLJvst+bzxTVHn57zstMEkAcnknDGVkmCSOffotg6/Zs4ksjOOTCIi6nz8/PwQHByMoqIinD17Fr169bJ3lQAA/v7+qKyshDRhIvD++/Lyql27ULVnD7yuSNDtbCwWTBo5cqTZwaT6+nps374dWq223YEoIiJyDPLIpAaFb3NrErjQl7HoPaGDzEtviWTGOZqcp2/BNucdneyFI5OIiDqn6OhoFBUV4fz58+jWrRtcHeB+4O/vj3PnzqFiQH/4hoWh4cIFeV3hh/9BzMKP7Fi79rNYMGnz5s2Kt9VqtVi8eDHmzZsH3eW37Fx11VWWqgoREdmR2dPcmkxt0xYWWrAizZNBW5SNglSSgtCMomlurQSLLBLAa2EfQgg+OCKr48gkIqLOKSAgAD4+PqioqMC5c+fkxNz2pM+bVF5Tg5iZ9+HS6/PldZW//ILqg4fg2ae3varXbjZNwK3T6bBkyRIkJCTgwQcfRG5uLnr37o0vv/wSe/bssWVViIjISsyd5iZ0Rt5QZpHARvt34XBMBLDafKqmAmLGlrf3mnSCEWJkfxyZRETUOUmShOjoaABAfn6+PGjFnjw9PeHm5gadTgf1mDFQBwcbrC/66D92qpll2CSYJITA0qVLkZSUhJkzZ+L06dNISkrCihUrkJmZiUmTJtmiGkREZAOSW9tHJv2xE05zu1KLZ2HOORrZVpIkCwXwWthHB7kO5Ng4MomIqPPq0qUL3N3dUVtbi4sXL9q7OpAkCf7+/gAATW0tgu+bYbC+fNNm1Bw/boeaWYbVg0lffPEFUlJSMH36dJw4cQK9evXCsmXLcPDgQUyZMsXah3cYGzZswIgRI+Rv8NjYWMyaNQv5+U70qmoiIiXkaW7KciZZ9A1uTcjTwxjEaGTDKWZGczjxOpANcGQSEVHnpVKpEBkZCQA4c+aM6TyRNqQPJpWVlSFg6p1QXf5ar+hD5x2dZLVg0qpVq9C7d29MmzYNR48eRY8ePfDpp5/i8OHDuPPOOztd3oTi4mIMHDgQH374ITZu3IgXX3wRGzZswLBhw1BdXW3v6hERWYzkYubIJJ2xYJKVR8l0Zib7VVLLmyhpTiNtLqTLXQ0H6NBRx6cfGUlERJ1T165doVarUVFRgdLSUntX54+RSRoNVN5eCLr3HoP1mu+/R9Xu3faoWrtZLAG33tdff42XX34Zhw4dghAC8fHxePHFF3HPPfdApbJpiiaHcuedd+LOO++Uvx4+fDhiYmIwZswY/PzzzxgzZowda0dEZDlyzqQGhTmTtFbKmaTff9MghhNOnzOosjk5jprtyCLVIXJokiunuRERdWaurq4IDw9Hfn4+zpw5g8DAQLvWx8fHB2q1GvX19aisrETQ3Xej+L+fQFdZ2biBEDj3/POIX7MGKk9Pu9bVXBaL7qxduxZpaWmYMmUKDh48iNjYWCxcuBDHjh3D9OnTO3UgyZTgywm4XFwsHtMjIrIfffRDYaxFaJVNh2t7PZpUpJPci4o+/tj8QtbOmURkAxyZRERE+qluxcXFqFc6Ut5KVCqVPDqptLQUan9/hDz+uME29bl5OD/nZYeYlmcOi0UxJkyYAEmSoFarceedd2LmzJlwdXXFb7/9pngfV199dZuPn52djc2bN2PXrl3YtWsXDh8+DK1Wi7lz5+KFF15otfz69euxYMEC7N27F7W1tUhISMB9992Hxx57zKKBMK1Wi4aGBpw6dQrPPPMM+vXrh+HDh1ts/0REdqePJyi9IRodmWSJehjZiVMHk1pqlD/auub4cZRv2ty+Q5lK0t0KhpLI3lRMwE1E1Ol5e3vDy8sLVVVVKC4uRlhYmF3r4+/vj+LiYpSVlSEqKgpB996D8g0bUL1/v7xN2TffQPLwQJdnnoHax9t+lTWDxYfEaLVaLF26FEuXLjWrnCRJaGho+9Ppd999F++++26bys6fPx/PPfccACA+Ph4+Pj7IzMzEE088gc2bN2P16tUWCyilpKTg2LFjAID+/fvj+++/58gkIupQJGMjglrSxsCFgopc3r+F93vl/m3J5DS3P/6pKytr2745qog6ACbgJiIiAAgJCUFeXh6KiorsHkwKCAgA0DgySQgBSa1GxGuvIee226CrqpK3K12xAuVbtiDs2WfgP368nWqrnMWiGDExMXZNqh0SEoJx48Zh4MCBGDBgAD7++GN89dVXrZbbuXMn/va3v0GlUmHp0qVyXqPMzEyMGTMGa9euxYIFC/D000/LZcrLyxW9hS0iIkIe0qb31Vdfoby8HMeOHcPrr7+O0aNHY9u2bfDz8zPzjImIHJU8NEnR1kIYGZlkLZYcmeSoQ5Hbei9WkpvJ0sd21DYkpyVxZBIREQEIDAxEXl4eytr6kM2CfH19oVKpUFdXh+rqanh5ecE9vhu6vv0Wzj72uEF/SFtYiHPPzoZWU46gu6fZsdats1gwKScnx1K7apMrp7J98cUXisrNmzcPQgjMmjXLIEF2amoqFixYgGnTpmH+/Pl48skn4Xr5ade6desMtjXlk08+wYwZMwyWpaSkAAAGDx6MUaNGIS4uDh999JFBsIqIyKmZOzJJZ2Q7i4xM0v/DSgm4bcTsGltrKl87267su3UImDjBMnUhMoEjk4iICAD8/PwgSRJqampQU1MDDw8Pu9VFrVbDz88PpaWlKC0thZeXFwDAd+RIdJ3/OgpemgNRU2NQ5uIbb8Bn+DC4RUfbo8qKOHPyiHbTaDTYvLkxr8T999/fbP2UKVPg5+eHoqIibN26VV4+depUCCFa/VwZSLpSVFQUwsPDcfLkSYueFxGRXV0OOihOImhsOwsEfSQ0D2rZcwStVRm0YdvO0ZJTCyUjo9IKLk8nJ7ImjkwiIiKg8SVXPj4+AOAQo5P0M5aurIv/rbcifs1q+FyRR1nU1+PSu+/ZrH5t0amDSfv27UNdXR08PDyQlpbWbL2rqysGDBgAAGYlElfq1KlTOHfuHLp3727xfRMR2Y2Zb3ODzobT3Jw4mCQkqVngzbeusvmGljhFTj8jJ8WRSUREpKcP4Gg0GjvXxDBv0pXc4uIQ/Z8PEXDHHQbLNevWodaBB5506szPJ06cANCY78lUEuz4+Hhs2bJF3ratJk6ciPT0dPTt2xc+Pj7IysrC22+/jaioKKOjooiInJaZb3MzOoLJogm4m+zfqd/m1lxwdRnK3byhPHIH09fFkm1OZA+SBPClJkREdJl+ZFJFRYWda2I47a66uhqenp7Ntgn985PQfPcddJWXHxYKgcIPPrRxTZXr1HfckpISAI3JuUzRr9Nv21aDBw/GihUr8NZbb6GhoQExMTGYPHkyZs+ejaCgoBbLFhQUICoqqtVjZGRkICMjo131JCJqL7OnSxkdmWS5wIauuvqPQ5WXt3+/lznU2B0FlWn3NDYLBIr097JNPr4AgKysLGi12nbvlwhoHJXUYaeyEhGR2Xx9G/sbFRUVjW9Rs+M9wsXFBb6+vtBoNCgrKzMaTHIJDETgvfegqEkASbN+PdCOt95bU6cOJtVcTnLl1sL8end3dwBAdZM/Rtpi9uzZmD17dpvK6nQ6RW+Pc4The0REsvbkTKI/NOn3WLelmh6ofUeSTBSX72UJiQCA+vp6xwrKkVOTOCqJiIia8PLygkqlQkNDg/wWNXvy9/eHRqOBRqNBeHi40W2Cp09HyaefGYxO0lYaSWvgADr1XVef0b2urs7kNrW1tQBgNHJoKyqVChEREa1u5+fnZ4PaEBG1Rp7npmxzYyOTLPHgyNy3ynUQbX7qZoOndZGRkQZfu7q6WuRSEwEAmC+JiIiaUKlU8Pb2Rnl5OSoqKuweTNL/vd7SIBB1QECz0UlXvunNUXTqYJKSKWxKpsJZW0REBM6ePWu34xMRmcXMII6xnEmWfLOYsGCC75rjxy22L3PZPySm4Jq0ct3097IjiUkAgOSUFKgvbgMnupElcGQSERFdydfXF+Xl5SgvL0eXLl3sWhd9MKmiogINDQ0m8zY3G53koDpWJlIz9ezZEwCQl5eHBhPzEE+fPm2wrT3ocyY1/SxYsMBu9SEiapE+iOMo09x0f+zfPSGhXbtquHSpvbVpn2ZNZcFxPZLlprmZsmDBAoMcgFmHDzNnElkMg0lERHQlR0rC7e7uDnd3dwghWqyPOiAAgffcbcOatU2nDib169cPrq6uqKmpwd69e5utr6+vx++//w4AGDRokK2rJ9PnTGr6YX4kInJY8sgkhdsbneZmiZFJl/8v/ti/pFa3f796dpg+Jxx9Tlgr102j0RjkAGTOJLIki/58ExFRh3BlEm57kiRJHp1UVlbW4rZB06dDdTkQ5qg6dTDJz88P119/PQBg0aJFzdavWrUKGo0GwcHBGDFihI1r9weVSoXIyEiDD/MjEZHDkoM4bZ/mZolgkgTLT3OzB8nc0Udtzplkpf024efnZ5A3iTmTyKJcOTKJiIgMeXt7Q5Ik1NXVyfmQ7UlJ3iSg8c1uIY8/ZosqtVmnDiYBwPPPPw9JkvDxxx9j+fLl8vLMzExkZGQAAJ599tkW3/hmbfqcSU0/+roRETkccxNf23CaW3vZ85Wyoi1hlzbWt80t1srhMjIyDHIAJqekQM3RJGQhkgsTcBMRkSG1Wi0n3naEqW5Ng0mtjZQKmjYN7j172KJabdJhgknbt29HSEiI/Pniiy8AAK+//rrB8jNnzhiUGzp0KObOnQudToe77roL3bt3R2pqKtLS0nDhwgXcfPPNeOqpp+xxSkRETumPgEt73uZmuQTcTae5tZe9h0dbM/BmiUCZ2aOoiCyIOZOIiMgY/VS38vJyO9eksS76kVI1rbylTXJ1RdjzL0Bl57fQmdJhgkn19fUoKiqSP/ohbFVVVQbLjSX6fP755/Htt99i5MiRKCoqwsmTJ9GnTx+88847+Oabb+z+1JQJuInIuZg5MsnoNDTHfJubAXsHltpMWb3L1q7F6VtuMW/XrQSkmICbrIk5k4iIyBhHSsKtVqvl4JaSPMjegwdBdXl7R9NhHuGMGDGiXU+Mx40bh3HjxlmwRpajT8DdFBNwE5HDMvNtblYb7aMPbDSd5mbJaWrWDCa1Z98mz7GVc7+i3LlnZ5tVvOVjN5ITcCckAmACbrIw5kwiIiIjmibhdgR+fn7QaDTQaDQICwuzd3XajHddJ6BSqRAREWGwjAm4ichhWSJnkrWCPu3db9Oq2iKxtyQZVvmKthIWzeHUwr4sdBwm4CZrYs4kIiIyRj8yqaamBnV1dXbNhwwoT8Lt6BhMcgL6BNxERE7BzJRJxnMmWaIe+pFJ1plGZfMRNc4QdWkl6JSRkYGMjAwcSUwCACQnJ0N9cTs40Y0sgTmTiIjIGBcXF3h5eaGqqgoajQYhISF2rY8+mFReXg6tVmv3tDpt1WFyJhERkYMwdxSL1aa5Xd69Bd/mZsABcibl+oU3/sMSdWl63aw9WozICpgziYiITAkMDAQAlJSU2LkmgIeHB9zc3CCEcIik4G3FYBIREVmHggCHqXxJlnizmMyS09Ga1tcBgklGmdV2Fj4HBpzInpgziYiITHCkYJIkSQgICADgGPVpKwaTnADf5kZEzkQyJ2eSqUCPJV5TL5k7385M9ggmWe2YtgkCNXubW1YW3+ZGFsOcSUREZEpAQAAkSUJlZSVqamrsXR0EBQUBAIqLi+1ck7bjIxwnwLe5EZFzMSOIY4sk1tYaTWSLuqOdYZ62nq+RcopGi7WyCd/mRtbEnElERGSKq6srfH19odFoUFJS0uwFV7amDyaVl5c7RFLwtuBd1wnwbW5E5FQuBx1MTWEzYGobC06XsmzOJPuFPoRTZOBuGd/mRtbEnElERNSSoKAgaDQaFBcX2z2Y5O7uDh8fH1RUVKCkpARhYWF2rU9bcJqbE9C/za3pJyMjw97VIiIyzoxpbiYDTpbMveOouY3aQtGptNJ27QnytXrk1t/m1vTtpMnJyU77BhNyPBJzJhERUQuaTi3T2WiEeUv09SksLLRzTdqGwSQiIrIsOZikYFur3sjl17n9sajdgSUnHkfD5NjU0XGaGxERtcDX1xeurq5oaGhwiLeohYaGAgCKioqcMockg0lERGRZcsqk9oyA4cgkvXa92c7Jz53IHEzATURELVGpVPJb3Rwh8bWvry88PT2h1WpRVFRk7+qYjcEkJ8C3uRGRMzHnbW4m8xlZMpZk0dFP9g3OCFsd30pBKL7NjayJOZOIiKg1jvQWNUmS5NFJFy9etHNtzMfxwE6Ab3MjIudixtvchA3mq1s0Abf9KD4Le05na+XYfJsbWRNzJhERUWv0I5PKy8vR0NAAFztPke7SpQvy8vJQVFTkdG91413XCfBtbkTkVMwYmWQqZ1K7pna1UA+bjexxRjYIQvFtbmRVzJlERESt8PDwgIeHB2pqaqDRaOSRSvbi4+MDPz8/aDQanDt3DnFxcXatjzk4zc0J8G1uRORULgclTL6prSlbvM3NkgEkJ8tB1ObgWVvPs5Vyzd7mlpTEt7mRxTBnEhERKeHv7w8AKCsrs3NNGh+g6lMA5Ofno6Ghwc41Uo7BJCIisiwz3uamKODUTpbNmWR7yuJqzhXkIrIG5kwiIiIlHCmYBDS+1c3T0xN1dXU4c+aMvaujGINJRERkWea8zc1UoMeSI5Oa5kxy5piL0jZxpnlj9szvRB0OcyYREZES+mCSRqOBzgEeOqpUKsTHxwMAzpw5g5qaGjvXSBkGk4iIyKLMyndkzWlu5uRuMnefjkyY+Ld+kTVHgzlD+1DHxZxJRESkgLe3N1xcXKDValFRUWHv6gBoHJ3k7+8PrVaL7Oxse1dHEQaTnEBBQQGioqIMPgsWLLB3tYiIWqYgaGGbKWiWDJ44cbCkvYEeCwSKFixYIOcFAICsrCxotdp275cIYM4kIiJSRpIkh5vqJkkSevToAQC4cOECKisr7Vyj1jGY5AR0Oh3y8/MNPhqNxt7VIiIyzpwRQSa3sVzQxqIBK468aReNRoP8/Hz56/r6eqeeeUiOhTmTiIhIqaZT3RyFn58fgoODIYRAQUGBvavTKo4HdgIqlQoREREGy/z8/OxUGyKi1shJk1rf1OQ0N4tV5oqcSc4XujA7/7YDx7v8/PwQGRkpf+3q6urI1SUnw5xJRESkVNORSUII89I0WFHXrl1RVFSEixcvIj4+HiqV447/4V3XCURERBi8SpmIyKFdvhkrys1jzWlu1siZZEdtOgtbn3srHbGMjAxkZGTgSGISACA5ORnqi9vBiW5kEcyZRERECvn6+kKlUqG2thY1NTXw9PS0d5UAAEFBQXB1dUVtbS3KysoQGBho7yqZ5LhhLiIick5yEKf1TYXO+EYWfTrUQYJJRNQy5kwiIiKl1Go1fHx8ADhO3iSgcVZSUFAQAKC4uNjOtWkZg0lERGRZ8iw3RdEkE/uwYM4kU8ewyL47UKDKMUZ3E7WZ5MKcSUREpJyjJeHWCw4OBsBgEhERdTaWSMBt0ZFJCo7XgTjKnH8iW5M4zY2IiMzgqMGkwMBASJKEiooK1NTU2Ls6JjGYREREFiU5Sq4iW8RUbHCOTWNDZh/NwXImEVkVg0lERGQGfTCpsrIS9fX1dq7NH9zc3OQXbhUVFdm5NqYxmERERBZmxtvcTO7CSYISNgzWCM5DI2oRRyYREZE53Nzc4OXlBcDxRic5Q94kBpOIiMiyzHmbWyv7sIim9bD3aClbM9aOna0NqNNgAm4iIjKXfnSSRqOxc00a1dXVQavVynmTSkpK7Fwj0xhMcgIFBQWIiooy+CxYsMDe1SIiMs5RprnZgrXO0RqBOAcY7bVgwQJERUXJX2dlZUGr1dqxRtSRMAE3ERGZy1HyJmm1Whw+fBjbt2/Hzp07UV9fD3d3d2i1Wuh01nuZTHtwPLAT0Ol0yM/PN1jmKJFTIqJmLDDLzSIJj2wRPLF2wKy952Cp+kmSsrq0so1Go2m8nyUkAgDq6+vb921C1JSawSQiIjJP05FJWq0WajvcS4QQOH78OC5evAigsX906NAh+Pj4oLa2lsEkajuVSoWIiAiDZfqEXEREDscCQRwHGETjQC5PG3SGNmmljn5+foiMjJS/dnV1ZSYoshjmTCIiInN5enrCzc0NdXV1qKiokINLtpSXl4fz589DkiSkpKTg3LlzKC4uxqVLl6BSqRw2mMRpbk4gIiICZ8+eNfhkZGTYu1pERM7BmjmTnH0qn43rn5GRgbNnz8pfJycn2+UJIHVMkordWiIiMo8kSfJADUtNdauqqkJ1dbWibcvLy5GdnQ0A6NmzJ0JDQ5GSkgIfHx+4uLigqKiofXlIrYiPcIiIyPFwaJJZpKaTxdrSdmxv6gjU7NYSEZH5/P39UVhYaJFg0okTJ+QHZ4GBgYiOjpaTaV9Jp9Ph6NGjEEIgNDQUXbt2BQC4uLggJSUFv//+O4QQDhtM4iMcIiJyPJaYKscJVOaNPGJAiZycpGa3loiIzNc0CXd7AjeXLl0yGIFdUlKCAwcOGCxrKjc3FxUVFXB1dUWvXr0gNemLeXl5ITY2Fp6enpzmRkREZH+O+WSno2AAj+yKUyaJiKgNfH19oVKpUF9fj6qqqjbtQwiB06dPAwBiY2MxZMgQOe/xiRMncOHCBYPty8vLkZubCwDo1asX3Nzcmu0zJiYGISEhbaqPLTCYREREjseSo2QcdGiwUn80BQM1RC2RGEwiIqI2UKlU7c6bVFRUhKqqKri4uCAmJgYeHh5ISEhAVFQUAODo0aMoKSkBADQ0NBhMb+vSpYvJeqWmpjpsfklOLiciIsfDKVdt17TtnDyQRmQWlWN2tomIyPH5+/ujtLQUZWVlcu4ic5w/fx5A48uzXC6/XVSSJHTv3h21tbW4dOkSMjMz4ePjg7q6OtTW1sLV1RU9e/Zscb++vr5GRy05Ao5MIiKijskGASmGaogch+TCYBIREbVNQEAAAKC4uNjsHEX19fUoKioCAISHhxusU6lUSEpKQlBQEIQQKC8vlwNJffv2hbu7e6v7lxz0IStHJhERkQOy5E3zj5CPo74Ng4gsgCOTiIiojQICAuDq6oq6ujqUlZUhMDBQcdmLFy9Cp9PBx8cHPj4+zdar1Wr07dsXlZWVqKmpgVarRUBAgKJAkiPjyCQnUFBQgKioKIPPggUL7F0tIiLrccwHMNROCxYskHMHAEBWVha0Wq0da0QdCUcmERFRW6lUKgQHBwNofCubOfRT3K4cldSUJEnw8fFBSEgIwsLCnD6QBDCY5BR0Oh3y8/MNPhqNxt7VIiIiG9DH1YTiCNsf2wkHm4in0WiQn58vf11fX+9gNSSnpmK3loiI2i40NBQAUFhYqHg0e2VlJTQaDSRJMplIu6PiNDcnoFKp5NcK6umzzRMRdUQWmRtubB+MXLRD+6+Jn58fIiMj5a9dXV05CI0sRnJht5aIiNouMDAQLi4uqK2thUajgb+/f6tlLly4AAAICgrqEKONzMG7rhOIiIjA2bNn7V0NIiLbsWCiQeZJchwZGRnIyMjAkcQkAEBySgrUF7eBE93IEiSOTCIionZQq9UIDg7GhQsXcOnSpVaDSUIIOZgUFhZmiyo6FN51iYiIyHqjwYhsRc2cSURE1D76qW6XLl1q9YFkaWkpampq4OLigpCQEFtUz6EwmERERI7HWYISjjjqqWnTOWD1iKxFYjCJiIjaKSgoCGq1GjU1NSgvL29xW33i7S5dukDdCe9BDCYREZHjsVrOJOeLruhHDAknia8R2U0n7MgTEZFlqdVqBAUFAWj5rW4NDQ3y+s44xQ1gMImIiDo6JwwgEZH5ODKJiIgsQclb3QoLC6HVauHp6akoUXdHxGASERE5HmeZ5kaGeN3InhhMIiIiCwgODoZKpUJVVZXJqW4FBQUAGkclWSTvpBNiMImIiKgDMejQcFQWdRYqVaftzBMRkWW5uLjIo5NOnTrVbHRSRUUFSktLIUkSIiIi7FFFh8BgEhERdUwdJGfSH/iHMpFJHJVEREQW1K1bN6hUKpSWliI7O9tg3dmzZwEAISEh8PDwsEf1HAKDSURE5HAsOsLAkvEjOwSjGEIiah3zJRERkSV5enoiISEBAJCbm4ucnBwAQHl5ufwWt6ioKHtVzyG42LsCREREzTjLdBWnHulE1HFIKj4fJSIiywoPD0dtbS1Onz6N7OxsVFVVobS0FEIIhISEICAgwN5VtCsGk4iIqPPobMEfS56vkvieswQBqePhyCQiIrKC2NhYSJKEU6dO4cKFCwAAb29vJCYm2rlm9sdgEhEROR5LBCUY1zAPA0HkxDjNjYiIrCUmJgZeXl64ePEiPDw8EBMTAxcXhlLYAkRE5HgsmjOpY4xG6hhnQWQlDCYREZEVhYSEICQkxN7VcCicYE5ERB2bkweTDOJqHD1EZBRHJhEREdkWg0lOoKCgAFFRUQafBQsW2LtaRETWY62giZMElkR76unAAacFCxYYvPkk6/BhaLVaO9aIOgwGk4iIiGyK09ycgE6nQ35+vsEyjUZjp9oQEdlC+wMikgMHVRRzkHNQXItW6qvRaBrvZwmNSSvr6+s5fY8sgiOTiIiIbIvBJCegUqkQERFhsMzPz89OtSEicjZWDFc4yUgnk2xcfz8/P0RGRspfu7q6Mk86WYaag+2JiIhsicEkJxAREYGzZ8/auxpERDZjtVluTjwORrQl7KI0WGShBq87darF9RkZGcjIyMCRxCQAQHJKCtQXt4ET3ai9JBVHJhEREdkSH+MQEZHjcZDpXY5AMjeIxLajTkhyYTCJiIjIlhhMIiKiDqoxqNKuZNZE5Bw4MomIiMimGEwiIiLHw9E1nQOvM1kIE3ATERHZFoNJRETkeKyXNImIOiIGk4iIiGyKwSQiIqK24hQ6IofAkUlERES2xWASERE5HkuMTNLvgwEfoo6PwSQiIiKbYjCJiIgcD3PpEJEZODKJiIjIthhMIiKizoOjlIg6JjW7tERERLbEOy8RETkcjksiInNIKo5MIiIisiUGk4iIyPFYNGdS+3dFRA7OhcEkIiIiW2IwiYiIOg9OcyPqkDgyiYiIyLYYTCIiIsfjLAm4GZwicggSRyYRERHZFINJRETkeJwlmEREjoEjk4iIiGyKwSQiIuqY5JxJHD1E1NFJagaTiIiIbMnF3hXojBoaGpCWloaDBw9i+fLlmDp1qtHtKioqDP5PzmPBggXQaDTw8/NDRkaGvatDZuC1cxBmjkxSfN0YWHI4usvXhPc6MpfB9wyDSVbBe6L1sY2ti+1rfWxj63PUuACDSXbw7rvv4tKlS61uV15ebvB/ch4LFixAfn4+IiMj+UvVyfDaOYg2BJN43ZyT0OkA8F5H5mv6PSOpONjeGvi71frYxtbF9rU+trH1OWpcgHdeG8vPz8fLL7+MN954w95VISIiIuoYmICbiIjIphhMsrEnn3wS48ePx7Bhw+xdFSIihyVZIgG3fhec2kbk8NavX4/rr78eQUFB8Pb2RlpaGv75z39Cd3nkWmskJuAmIiKyqQ4TTMrOzsbChQsxa9YspKamwsXFBZIkYd68eYrKt7cTo8QPP/yAjRs34q233rLYPomIyH4YpyJqv/nz5+Pmm2/Gli1bEBgYiB49eiAzMxNPPPEEJk6cqKwvxpFJRERENtVhcia9++67ePfdd9tUdv78+XjuuecAAPHx8fDx8ZE7MZs3b8bq1auhaudc/JqaGjz++ON46aWXEBERgZycnHbtz1YsnVCtrftTWk7Jdq1tY2q9ucvtzRGunTll2nvt2rKuM1w7a//MKd3WkvVw1OsGWL5umrIyrFq2FECc4jKLFy+G0rGv33//A1IB5OTkoE8L29XW1WHNmjXor7gWxunb54527oc6jp07d+Jvf/sbVCoVli5dijvvvBMAkJmZiTFjxmDt2rVYsGABnn766Rb3w5FJRERENiY6iLlz54px48aJV155RXz//fdi8uTJAoCYO3dui+V27NghJEkSKpVKfP755/Ly/fv3i7CwMAFAvPXWWwZlNBqNOHLkSKuf0tJSucyLL74okpKSRF1dnRBCiOzsbAFALF++3GTdVCqVACBUKlVbmsQiIiMjBQARGRlp1/0pLadku9a2MbXenOWWbre2cIRrZ06Z9l67tqzrDNfO2j9zxra9+K9/iayERHHu7y+1ur/a3FyRlZBo+ElMarGc0mVn/vxnkZWQKPJn/1Xe94mRo8xqhyuV//yLQV0byitabIu2qjp0SGQlJIot8d1FZJ8hInb2dyL9T0vFjzdNErGzv2v2+dOf3pXLDomKlut3bPAQefmZJxvbo2jpUnnZ9NhYkZWQKJZ07yGKly9vfi0uf37v2VNMiokxuf7Kz4fX3WFQP/1yffvovz41YaJQewfa/V5H9jN27FgBQDz44IPN1i1btkwAEMHBwXL/qSl9PynMxUWcf+01W1S303GEe2JHxza2Lrav9bGNrc8R4gLGdJiRSS+88ILB11988YWicvPmzYMQArNmzZKfhgFAamoqFixYgGnTpmH+/Pl48skn4erqCgBYt26dwbamfPLJJ5gxYwZyc3Px5ptvYtmyZaisrAQAaDQaAEBVVRXKysrg7++vqL5ERB2eJfIloUneJc5FI3JIGo0GmzdvBgDcf//9zdZPmTIFjzzyCIqKirB161bccMMNpnfGkUlEREQ21WFyJrWFkk6Mn5+f3InRmzp1KoQQrX5mzJgBoDGfU21tLW677TYEBgYiMDAQqamp8nHDwsKsf7JEREREDmTfvn2oq6uDh4cH0tLSmq13dXXFgAEDAAC//fZbi/uSmDOJiIjIpjp1MMmSnZiWXHXVVdi6davBZ/ny5QCAF198ERs3bmzzvomIOhwLjUwiIsd24sQJAEBMTAxcXIwPlo+PjzfY1hgtAHVwsMXrR0RERKZJQnTM8f8zZszAkiVLMHfu3GZT4PQ+/vhjzJo1C7169cKxY8eMbvPggw9i4cKFuOeee/Dpp59arH45OTno1q0bli9fjqlTpxrdpumrsZUkAPf19YWPj4/F6ggABQUF0Ol0UKlUiIiIsNv+lJZTsl1r25hab85yS7dbWzjCtTOnTHuvXVvWdYZrZ+2fOWPb6ioroauogMrTEyo/v5b3p9WiobCw2T5dLo/YVHqNjC3TlpVB1NRA8vCAqKlp3LFaDZeQEMXtcCVRVwdtSckf9ezSxSD4ZalrJxoaoC0qglYIFEtqSB6+UAkd/BuqUeLq3Wx7D9GAgIDG3/+Xzp9HoL5OKhVcQkMB/NEeKl9fqLy8AAAl58/DV5JQJwQ8/P2huzwFu1l9AGiEgL/CQF+t2hXlrl7y1yE1ZQCACw0NAICwy4GDBgEU6bTyVMQO2iUhE9566y08++yzGDRoEH799Vej28yePRtvvvkmxo0bh2+//dZgnSP0kzo6R7gndnRsY+ti+1of27jtKioqUF5e3up2Td9q6kh9pQ6TM6ktSi7/QRAYGGhyG/26kiZ/PNiKJEnyN4uS1+KWlZWhrKzMKnXR6XTIz8+3+/6UllOyXWvbmFpvznJLt1tbOMK1M6dMe69dW9Z1hmtn7Z85o9uWlzd+2rI/BddD8XWrqPjj3w0NzfbdLufOGV1s2e8fLVBRBC2AQgCorWm2RSWAyso/fv9faLryynqUlDR+LqvS/6O4uNWaND+yCQ0NQG218frgj6BSUxJHpHU6NZeDvG5ubia3cXd3BwBUV1c3W+dI/aSOzhHuiR0d29i62L7Wxza2PkfrK3XqYFJ7OzHtERcX12pU0dPTE9XV1RBC8IkbERE5FXOetkmSBE9PTxvUihyJh4cHAKCurs7kNrW1tQBg9PuD/SQiInJmzt5X6tTBpPZ2YqxN/+Y3IiIioo5GyejvlkaRs59ERERkP506AXd7OzFERERE1DY9e/YEAOTl5aHByNRHADh9+rTBtkREROQYOnUwqbN0Ys6ePYs//elPGDRoEDw8PBxuriU1JmS/9dZb4evri8DAQNxzzz0oNJKUmBwLf7ac15dffomJEyciJiYGXl5eSElJwT/+8Q/U19fbu2rUig0bNmDEiBHo0qUL3N3dERsbi1mzZjFPgxPq168fXF1dUVNTg7179zZbX19fj99//x0AMGjQIFtXj4iIiFrQqYNJnaUTc/LkSaxatQpdunRx6vPoqCoqKnDdddchPz8fy5cvx0cffYQdO3bg5ptvVpRQlOyHP1vO6+2334aLiwvmz5+PdevW4a677sILL7yABx54wN5Vo1YUFxdj4MCB+PDDD7Fx40a8+OKL2LBhA4YNG2bx/IZkXX5+frj++usBAIsWLWq2ftWqVdBoNAgODsaIESNsXDsiIiJqkeigpk+fLgCIuXPntrjdTTfdJACIBx98sNm6ZcuWCQAiODhY1NbWWquqVqfVauV/v/7666IDX3an9Pbbbwt3d3dx7tw5edmuXbsEAPH111/bsWbUGv5sOa+LFy82WzZ37lwBQJw/f94ONaL22LBhgwAgfvjhB3tXhcy0bds2IUmSUKlU4vPPP5eX79+/X4SFhQkA4o033mhWbt26dWLUqFEiMDBQeHl5iX79+on33nvP4PdyZ6bT6cQvv/winn76aTFo0CDh7+8vXF1dRUREhJg0aZL48ccfWyy/Y8cOMX78eBESEiI8PDxEUlKSeOWVV0R1dXWL5bKyssRdd90lwsPDhbu7u4iPjxdPPfWUKCkpseDZOa7nn39eAGj1bxC2r3kaGhrERx99JIYNGyaCg4OFu7u7iImJEbfeeqtYs2aN0TJsY2UuXLggnnrqKZGcnCw8PT3lc541a5Y4ceKEyXJs3z+cPn1afPTRR+KBBx4Qffv2FWq1WlEcQgjbt+PZs2fFrFmzRFRUlHBzcxPR0dHiwQcfFGfPnjXnlGUd9i8fpcGktnZinBX/4HU8I0aMEDfeeGOz5b169RL33XefHWpEbcGfLee3fv16AUDs3bvX3lUhM+3evVsAEJs3b7Z3VagN5s2bJ/8BHh8fL/r27StUKpUAIG6++WbR0NBgsL3+962x7cePH8+AkhBi8+bNchupVCrRq1cv0a9fP+Hj4yMvf+GFF4yWXbp0qfzHUGRkpOjXr59wdXUVAMSAAQNEZWWl0XI//vij8PT0FABEaGioSEtLE15eXvJ16uiB+qysLOHm5tZqMInta57i4mIxePBgAUBIkiQSEhJEenq6iIiIEADE5MmTm5VhGytz9OhR0aVLFwFAuLq6ioSEBNG7d2/h4eEhAAgvLy/x008/NSvH9jX05JNPyj/3TT+txSFs3Y6HDx8WQUFBAoDw9/cXaWlpwt/fXx48c+TIEbPPvcP85bNt2zYRHBwsf9zd3eUfgqbL8/LympU1txNzpfZEI4Ww7dM1/sGrjC2vaZcuXcRTTz3VbPnEiRPF4MGD230unY29fh75s9V+9v5d+txzzwk3NzdRVlbWntPolOxx7RoaGkRNTY04fPiwuO6660S/fv1EfX29pU6JbOzbb78VI0eOFP7+/sLLy0ukpqaKd955p1kfbMeOHa0+BHzrrbdsXX2Hs2nTJtGjRw/x73//WxQXF8vLa2trxXPPPSf3e7/99luDctnZ2XIf+s033xQ6nU4IIUROTo5ISEgQAMRjjz3W7HgajUaEhoYKAOKJJ54QdXV1QgghCgsLxdChQ+U+dUel0+nEtddeK7y9vcXIkSNN/v5j+5pHq9WKa665RgAQkyZNEmfOnDFYf+bMGfG///3PYBnbWLlRo0YJAGLo0KEGbVtYWCjGjx8vAIhu3brJbSgE29eYuXPninHjxolXXnlFfP/992Ly5Mmt9oFs3Y4NDQ0iOTlZDsDqA1UVFRVi0qRJAoDo27ev2fGHDvOXz9atW41GBK/8ZGdnGy2vtBNjTFujkULY/uka/+BVxpbX1NXV1eh+77//ftGrVy+LnVNnYa+fR/5stZ89f5dmZWUJLy8v8fjjj1vqdDoVe1w7fWcLgOjfv7/TPtEk84wdO1YAracn0HewO6uysrIWg6v6NA/jx483WP7oo48KAOKGG25oVmb79u3yCIYrf97efPNNAUAkJSU16zvn5uYKFxcXAUDs2bOnHWfluBYuXCiAxtkMLc2OYPua54MPPhAAxHXXXaf4byK2sTKVlZXyvfbAgQPN1hcXFwtJkgQAkZWVJS9n+7ZOyQwpW7fjypUr5fujRqMxWKfRaERwcLAAzE+x0mEScI8YMQKiMTjW4icuLs5o+XHjxmHLli0oLS1FZWUl9u/fjyeffBJqtbrVY4eEhGDcuHF45ZVX8P3332Py5MmK6rxz50787W9/g0qlwueff45Tp04hMzMTe/fuRVhYGNauXYsFCxYYlCkvL8fRo0db/ZSVlSmqAxlny2sKwOhbwIQQ7T6PzsjW144sx17XrqioCBMnTkT37t0xf/58S51Op2KPa/fVV19h586dWLx4McrLyzF69GhoNBpLnhY5GI1Gg82bNwMA7r///mbrp0yZAj8/PxQVFWHr1q22rp5D8fPzg4uLi8n1o0ePBgAcP35cXiaEwOrVqwEYb9+rr74aiYmJqK+vxzfffGOw7uuvvwYAzJgxo1nfOSYmRk60/uWXX7bhbBzbpUuXMHv2bCQnJ+Mvf/mLye3YvuZ79913AQBz586FStX6n61sY+Xq6urkF/3Ex8c3Wx8YGIigoCAAkN96zva1DHu0o77c7bffDl9fX4N1vr6+mDJlCoDGF1+YezJkYUrzNbXl6dry5csVjcD65JNPjB6ToyfaxprXlNPcrMua164p/mxZni2uXXl5uRg4cKCIjY0V+fn5Fqt7Z2ernzu9M2fOCLVazelNHdxPP/0kAAgPDw+To2700zZeeeUVG9fOubz22msCgOjXr5+8LCcnR+5HmkrGev/99wsAYubMmfKy+vp6Oc/Htm3bjJbTv+Bg5MiRlj0RBzBt2jQBQM4tY+r3H9vXPMePHxcARFBQkNDpdGLNmjVi2rRpYuTIkeKOO+4QCxcuFDU1NQZl2MbmiY6OFgDExo0bm607evSoACACAgLkZNBsX2Va6wPZox3j4uIEALF06VKj5T777DN5hLg5OszIJGfT1qdrU6dOVTQCa8aMGbY6Fbqsrdc0JSUFWVlZzbbPyspCUlKS9SpMMj7tdl7tuXa1tbWYOHEiTp8+jQ0bNqBr1642qTM1suTPXVRUFMLDw3Hy5Emr1JUcw4kTJwA0Pn01NepG/4Rdvy01J4SQnz4PHTpUXq5vM3d3d5O/D421b05ODurr6w3WKynXEWzZsgXLli3D3XffjeHDh7e4LdvXPHv27AEAJCYm4p577sGECROwbNky/Pjjj1ixYgVmzZqFq666Crm5uXIZtrF55s2bBwCYOXMmvvrqKxQVFaGsrAwbNmzAhAkTIEkS3nzzTXh4eABg+1qKrduxrq4OeXl5iso1PYYSDCbZyb59+1BXVwcPDw+kpaU1W+/q6ooBAwYAAH777TdbV4/aoK3XdNy4cdi6dSvOnz8vL9uzZw+OHTuGW265xfoVJ/48OrG2XjutVos777wTv/76K9avX4+EhASb1ZkaWfLn7tSpUzh37hy6d+9ulbqSYygpKQHQOP3CFP06/bbU3MKFC7Fv3z64ubnhz3/+s7xc32YBAQFGp98Dxtu36b9NXZuOeF1qamrw8MMPw9/fH2+//Xar27N9zVNQUAAA+P3337Fs2TI88MADyMnJQU1NDTZv3oz4+HgcPXoUkydPlqdrsY3Nc++99+Krr75CSEgIbrvtNoSEhCAgIAA33ngj3NzcsH79esyaNUvenu1rGbZux7KyMvlnpLVyOp3OrJQBDCbZia2frn355Zf48ssvcejQIYOvjY2IobZp6zWdNWsWwsPDMX78eKxbtw5fffUV7rjjDgwcOBC33nqr9StO7fp55M+WfbX12j322GNYvXo1Zs+eDa1Wi19//VX+XLp0yfoVpzZfu4kTJ2LevHlYu3YtfvzxR7z//vsYNWoUoqKijI5woo6jpqYGAODm5mZyG3d3dwBAdXW1TerkbPbu3Ysnn3wSQOOohKYB2La2r75cS2U74nWZN28eTp48iVdffRVhYWGtbs/2NU9lZSUAoL6+Htdeey0WLlyI2NhYuLu7Y9SoUfj6668hSRL27NmDdevWAWAbm0sIgdOnT6OoqAhqtRo9evRAcnIy3NzccOjQIXz00UcoLi6Wt2f7Woat29GccleWbQ2DSXZi66drU6ZMwZQpU7Bs2TKDr1euXNnufVOjtl5TX19f/PjjjwgPD8cdd9yB+++/H4MHD8Z3332nKNkgtV97fh75s2Vfbb12P/zwAwDgxRdfxJAhQww++k4pWVdbr93gwYPx9ddf45577sEtt9yCf/3rX5g8eTJ2794tJwuljkk/1aKurs7kNrW1tQAAT09Pm9TJmWRnZ2PcuHGoqanBXXfdhaefftpgfVvbV1+upbId7bocOXIEb731FtLS0vDII48oKsP2NU/T89YHQJtKTU3FddddB+CPezrb2DwPP/wwnnnmGURHR+PkyZM4ceIEDh8+jDNnzmDs2LFYvXo1rrvuOmi1WgBsX0uxdTuaU+7Ksq0x/ZoHsipbP10TfDOY1bXnmnbr1g1r1661XuWoRe25dvzZsq+2XrucnByr1ota19ZrN3v2bMyePdu6lSOHpOQhm5IgZWd0/vx5jB49GgUFBbj55puxePHiZtMr9G1WWloKIYTR6RfG2rfpv0tKShAREaGonDN79NFH0dDQgA8++EDxgz+2r3manktiYqLRbZKSkvDjjz/K93S2sXKZmZlYuHAhXF1d8cUXXyA6Olpe16VLFyxbtgzdu3fHgQMHsHLlStx5551sXwuxdTv6+/tDpVJBp9OZvH/ql6tUKvj5+Sk+Fw57sBM+Xet4eE2dF6+d8+K1c168dmSunj17AgDy8vLkV1Vf6fTp0wbbElBcXIzRo0fj1KlTGD58OFatWgVXV9dm2+nbrLa2FufOnTO6L2PtGxcXJ+9Pv15JOWe2b98+SJKE8ePHIzw83OCzYsUKAMAbb7yB8PBwOfcb29c8TXMZNp2C05R+uX7kDNtYue3bt0MIgV69ehkEkvT8/PwwcOBAAMDu3bsBsH0txdbt6ObmhpiYGEXlmh5DCQaT7IRP1zoeXlPnxWvnvHjtnBevHZmrX79+cHV1RU1NDfbu3dtsfX19PX7//XcAwKBBg2xdPYdUUVGBsWPH4tChQxgwYAC+/fZbk8HZmJgYhIeHA2j8Q9MY/fKm7evi4iIn0TennLPTarW4cOFCs49+1GVFRQUuXLgg5+Fj+5qnX79+8kOH1v4AjoyMBMA2Nkd5eXmr2+hH3+u/p9m+lmGPdtR/ben2ZzDJTvh0rePhNXVevHbOi9fOefHakbn8/Pxw/fXXAwAWLVrUbP2qVaug0WgQHByMESNG2Lh2jqe2tha33norfvvtN6SkpOCHH36Ar6+vye0lScLEiRMBGG/fHTt24OjRo3B1dcX48eMN1k2aNAkAsHjxYnmUiF5eXh42b94MAJg8eXK7zslR6KenGPtMnz4dADB37lwIIeQpWGxf83h7e2Ps2LEAgCVLljRbf/78eWzYsAEAMHLkSABsY3Po76vHjx/HmTNnmq3XaDRycL5Xr14A2L6WYo921JdbuXJls0BieXk5Vq1aBQC47bbbzDsZQRY3ffp0AUDMnTvX5DZlZWXC1dVVABC//fZbs/V1dXXCz89PABAbNmywZnVJAV5T58Vr57x47ZwXrx1Zy7Zt24QkSUKlUonPP/9cXr5//34RFhYmAIg33njDjjV0DA0NDWLChAkCgOjevbs4d+6conKnT58Wbm5uAoB48803hU6nE0IIkZOTIxISEgQA8cgjjzQrV1ZWJkJCQgQA8cQTT4i6ujohhBCFhYVi6NChAoC46aabLHeCDqyl339sX/Ps379fqNVqoVKpxOLFi+XlJSUlYsyYMQKAiI+PF7W1tfI6trEy5eXl8vleffXVIjs7W1534cIFMW7cOAFAeHh4iLNnz8rr2L6tU9IHsnU7NjQ0iMTERAFATJ48WVRWVgohhKioqBCTJ08WAETv3r2FVqs161wZTLICJd9AQghx0003CQDiwQcfbLZu2bJlAoAIDg42+AVJ9sFr6rx47ZwXr53z4rUja5o3b54AIP8h2bdvX6FSqQQAcfPNN4uGhgZ7V9HuPv/8c7mNevbsKYYOHWr0c9tttzUru2TJErk9IyMjRb9+/eTAb3p6uqioqDB6zM2bNwsPDw8BQISGhor09HTh5eUlAIi4uDhRUFBg7dN2CK39/mP7mueDDz4QkiQJACImJkb0799fPu+QkBCxb9++ZmXYxsqsX79ePl+1Wi169uwpkpOT5SCHi4uLQRBPj+1raNu2bSI4OFj+uLu7CwDCy8vLYHleXp5BOVu348GDB0VgYKAAIPz9/UV6errw9/cXAERQUJA4fPiw2efOYJIVKO1E8+ma8+A1dV68ds6L18558dqRtX377bdi5MiRwt/fX3h5eYnU1FTxzjvvMJB02SeffCIHk1r6xMbGGi2/fft2MW7cOBEUFCTc3d1FQkKCmDNnjqiurm7xuIcOHRJTp04VXbp0EW5ubqJbt24iIyNDFBcXW+EsHZOS339sX/P8/PPP4pZbbhEhISHCzc1NxMXFiccee8xgxMyV2MbKHDt2TDz44IOiR48ewt3dXbi5uYnY2Fhxzz33iD179pgsx/b9w9atWxX9vm06+kvP1u2Yl5cnHnjgAREZGSnc3NxEZGSkmDVrljhz5kybzl0Sgu+1bq/t27fj1ltvlb+uqKhAbW0tvLy8DJIc7tu3r1m2/FdffRUvvPACACA+Ph4+Pj44dOgQdDodbr75ZnzzzTdQq9W2ORGS8Zo6L14758Vr57x47YiIiIg6Fxd7V6AjqK+vR1FRUbPlVVVVqKqqkr++MkkWADz//PNITU3F//3f/2HPnj04f/48+vTpg/vuuw+PP/44O9B2wmvqvHjtnBevnfPitSMiIiLqXDgyiYiIiIiIiIiIFFPZuwJEREREREREROQ8GEwiIiIiIiIiIiLFGEwiIiIiIiIiIiLFGEwiIiIiIiIiIiLFGEwiIiIiIiIiIiLFGEwiIiIiIiIiIiLFGEwiIiIiIiIiIiLFGEwiIiIiIiIiIiLFGEwiIiIiIiKyoDlz5kCSJMyZM8dmx4yLi4MkScjJybHZMW1hxIgRkCQJP/30k72r0m7//ve/IUkSvvjiC5sfW6vVolevXoiPj0ddXZ3Nj08dD4NJRERERERkM9u3b8eDDz6IxMRE+Pv7w93dHZGRkRg3bhw+/vhjVFZW2ruKDmfNmjWYM2cO9u/fb++qtIkkSWZ/RowYYe9qW1RFRQVeeeUVJCYm4vbbb7f58dVqNZ577jlkZ2fjgw8+sPnxqeNhMImIzManbZbDp22WwadtRESOr6qqCnfccQeuueYaLFy4ELm5uYiOjkbfvn0hhMC6deswa9Ys9OzZEwcPHrR3dR3KmjVr8PLLL7cYTOrevTsSEhLg6upqu4opNHTo0Gaf3r17t7i+T58+AICYmBgkJCTAy8vLXtW3iP/7v//DhQsX8Ne//hUqlX3+DL/nnnsQHR2NefPmMWhL7eZi7woQdTTbt2/HkiVL8PPPP6OgoAA1NTUICQlBv379MGHCBNx5553w9va2dzUdypo1a7B//35MmDABV111lb2rYzZJkswuM3z48A4RQNJzlKdtM2fOxAcffIAnn3zS5nUgIiLT6uvrccMNN2D79u0IDw/HG2+8gSlTpsDT01PeJisrC++99x4WLVqEU6dOycEEUmbLli32roJJ27Zta7bsp59+wnXXXWdyvd6nn35qtXrZilarxYcffggvLy/cdtttdquHi4sL7rrrLrzxxhv44osvcP/999utLuT8GEwispCqqircd999WLlyJQDAw8MD3bt3h6enJ/Lz87Fu3TqsW7cOf//737FhwwZ2kJpYs2YNlixZgri4OJPBpO7du8PDw8Nhn7ZdqaysDIcOHTK5vqM+bXvjjTfs+rTtpZdewrx58/DAAw8waEtE5EBefvllbN++HWFhYdi5cyfi4uKabZOcnIwPP/wQd999t93uJUTW8N133+HcuXOYOnWq3fsnU6dOxRtvvIGPP/6YwSRqF/6WJrIA/dO2lStXIjw8HEuWLEFxcTEOHTqE33//HefOncPhw4fx0EMP4dKlSzh16pS9q+x0tmzZgqNHjyIyMtLeVWlm27ZtzT7//Oc/Fa3/9NNPcfToUQwcONBe1W83R3vaVlhYaJepdkREZFxZWRnee+89AMA777xjNJDU1DXXXIOrr7662fJ169bhxhtvREhICNzd3dGtWzc8+uijOHPmjNH9NJ0iv3XrVtx0000ICQkxmF6uz88DAF999RWGDRuGgICAZlPri4uL8fzzz6N3797w9vaGr68vBg8ejIULF0Kn0yluC61Wi2+++QYzZ85ESkoK/P394eXlhaSkJDz77LMoLCw02D4nJweSJGHJkiUAgPvuu88gr1DTlAMtpQSor6/HP//5TwwcOBB+fn7w9vZGamoqXn31VVRVVTXbXn9c/bVaunQp+vfvDy8vLwQFBWHKlCk4ffq04vNuD1MpAWbMmAFJkrB48WLk5ubi7rvvRlhYGHx8fDBkyBBs2rRJ3vbgwYOYPHkyunTpAi8vLwwbNgy//vqryWM2NDTgww8/xDXXXIOAgAB4eHggMTERL7zwAjQajdnnsGLFCgDAzTffbHR903M5fvw47rjjDnTp0gWenp7o168f/vvf/xotJ4TAp59+Kn/furm5ITw8HOnp6Xj22Wdx9uzZZmWuuuoqREZG4tdff0VeXp7Z50IkE0TUbs8//7wAIMLCwkR2dnaL2/7yyy9i+/bttqmYlbz00ksCgHjppZcssr/p06cLAOKTTz6xyP4cwdatWwUA0Rl+za5Zs0YAEFOnTrV3VcS+ffsEADF48GB7V4WIiC5btmyZACBCQ0NFfX19m/bx17/+Vb6vRkVFifT0dOHl5SUAiMDAQPH77783KxMbGysAiNdee02oVCoRGBgoBgwYIKKiosTWrVuFEELe5/z58+W+3IABA0RoaKjcpzt06JCIjIwUAISbm5tITk4W3bt3F5IkCQDitttuEzqdzuDYpvpKZ86cEQCESqUSERERIi0tTSQmJgoPDw8BQMTFxYnz58/L2xcUFIihQ4eKLl26CACiZ8+eYujQofJn0aJFzc73yr5oVVWVGDlypHyuSUlJom/fvkKlUgkA4qqrrhKFhYUGZbKzswUAERsbK7d9bGysSE1NFe7u7gKAiIiIEJcuXTLzSv5BaV9p+PDhAoB8zfT0/ce///3vIiQkRHh7e4v09HQREhIiAAgXFxexZcsW8csvvwhvb28REBAg0tPThb+/vwAgvLy8xKFDh5odr6ysTAwbNky+TrGxsaJ3797Czc1Nbr8LFy6Yda5RUVECgDh27JjR9fpz+dvf/ib8/f2Fu7u7SEtLk68pAPGnP/2pWbmnnnpKXh8TEyMGDBggunXrJtd19erVRo83ceJEAUB89tlnZp0HUVMd/68cIisrLS0Vvr6+AoBYvnx5m/fz3XffiTFjxojg4GDh5uYm4uLixCOPPCLy8vKMbt+0w/Djjz+KG2+8UQQHBxvcbJveoL/88ktx7bXXyjfQph2NoqIi8be//U2kpKQILy8v4ePjIwYNGiQ++ugjodVqmx3bVAepoaFBrFmzRtx3330iOTlZ+Pn5CU9PT5GYmCieeeaZZh0OfUfF1Kfp/k11kIQQoq6uTrz33ntiwIABwtfXV3h5eYm+ffuKefPmicrKymbbN+0gCSHEZ599JtLT04Wnp6cIDAwUt912mzh16pTRdlfKUh2kTz75ROTk5Ihp06aJLl26CG9vbzF48GCxceNGedsDBw6ISZMmidDQUOHp6SmuvfZasXPnTpPHrK+vFx988IEYOnSo3GFJSEgQzz//vCgrKzP7XO+8884WOyRNz+XYsWPi9ttvF6GhocLDw0NcddVVBh3hpnQ6nViyZIn8fevq6irCwsJEWlqaeOaZZ8SZM2eMltN3+HNzc80+FyIisrzHHntMABATJkxoU/lvv/1WDg4sXbpUXl5WVib/URwXFyeqqqoMyun7Dmq1Wrz88styIEun04mamhohxB99JTc3N/HRRx/JQaH6+npRX18vKioqRPfu3QUA8cQTTxjcJw8fPixSUlIEAPH+++8bHNtUX6m0tFQsXrxYFBUVGSwvKSkRjz/+uAAgZsyY0awNlDx4M9VX0gccunbtKvbs2SMvP3HihEhMTBQAxO23325QRt9XcnFxEX5+fmL9+vXyuoKCAtG3b18BQMyePdtkfVpjqb6Sq6urmDp1qtBoNEIIIbRarXj00UcFAJGamiri4uJERkaGqK2tFUIIUVNTI2655Raj5y2EEFOnThUAxKhRowz6g8XFxWLSpElyAFGp3NxcAUD4+vo2CzpeeS4uLi7iuuuuExcvXpTXrVq1Sri6ugoA4rvvvpOXX7x4UahUKuHv7y+2bdtmsL/q6mqxfPlykZmZafR4r732mgAgHnroIcXnQXQlBpOI2olP2/7Ap21/4NO25ufCp21ERJ3ThAkTBADxl7/8pU3lhw4dKgCIJ598stm6yspK+d545cMJ/X3mlltuMbnvlu5DQgjx3nvvCQBi4sSJRtdnZmYKSZJEfHy8wfK2juKOjo4WXl5ezfqUbQ0mlZWVyX1KY/fNXbt2CQBCkiRx8uRJeXnTB37/+Mc/mpVbu3atACD69u1r1vk1Zam+UkRERLOHh6WlpXL/s1+/fs36skePHhUAhJ+fn8HyzMxMuV+oD041VVlZKaKjo4UkSSInJ0fRef78889yP9cU/bm4u7uLgoKCZuszMjIEADFs2DB52c6dO1v83mzJJ598IgCIG2+80eyyRHoMJhG1E5+2/YFP2/7Ap23Nz4VP24iIOqdRo0YJAOKFF14wu2x5ebn8gKhpsKOp5557TgAQd9xxh8Fyfd9h1apVJvevv1cbe3AnhBAjRowQAMS6detM7qNbt24CgMGI2daCSVu2bBF//vOfxdixY8W1114rP0jz8/MTAERWVpbB9m3tK61bt05+KGPqPj1kyBABQHzwwQfysqbBpNLS0mZlCgoKBADh4+Njsj6tsVRfKSMjw2i5pKQkAUC89957Rtd7enoKAAYPHefMmSMAiGeeecZkfe677z6zHlp9/fXXAoAYNGiQyW3053LnnXcaXX/y5Em5319RUSGEEOLs2bNyH9jc0djffPONACDS09PNKkfUFBNwE7VTfn4+AKBbt25tKj9//nwAwGOPPYZp06bJy/38/LB06VKEhIQgJycHy5cvN1p+7Nix+Pvf/w4Xl8aXM0qSBHd3d4NtHnroIcyaNUtOMOni4gIXFxf897//xalTpzBx4kS8++678PPzk8skJyfj888/hyRJWLBggaJz8ff3x/Tp0xEUFGSwPCAgAP/85z8RHR2NlStXoqGhQdH+WqPRaPDBBx8AAP71r38hLS1NXtejRw/5VbKrVq0ymvS8oaEBL730Em666SZ5WXh4OObNmwcA+P777y1Sz/YICQnBokWL4OvrCwBQqVR47bXX4OHhgczMTAQGBuLtt9+Gm5sbAMDd3R1vvfUWAOCHH34w2NeBAwfwxRdfIDY2FqtXr0Z8fLy8LjAwEJ999hmio6Px1VdfITc3V1H99NuFh4fL31+mqNVqfP755wgNDZWX3XbbbfjTn/4EAHjzzTfl5adOnYJOp8PIkSObvQ3Pw8MDU6dORd++fY0eJyIiwqBuRERkX/p7WGVlpdllT548CZ1OB3d3d4P7VlMpKSkAgOPHjxtdn5SU1OpxTG1z8OBBAMDf//53XHPNNUY/+qTZ+j5hS+rq6jBx4kSMGjUK77zzDtavX49ffvkF27dvx/bt2+XkzsXFxa3uSwl9myQmJpq8T7fUfiEhIfD392+2vEuXLgCAiooKi9SzPbp37250ub6/0dr6puegv96rV682eb31ib2VXG8AqKmpAYBm/XNjTH0fxsfHw93dHVqtVu7TRkZGYsqUKTh37hx69OiBMWPG4PXXX8e2bdta7Wt7enoCAKqrqxWdA5ExLvauAJGzKy8vB4A2veazoqICO3fuBAD5D+qmvLy8MGvWLLz++uvYuHEjZs6c2Wybe++9t9XjmNrm66+/BgA88MADRtf37dsXcXFxOH36NM6ePYuoqKhWjwUAP/74I7799lscP34c5eXl8ltOysrKUFVVhRMnTijq2LVm27ZtqKqqQkxMDG699dZm6wcMGIAhQ4Zg586d2LRpk9HOhLFXog4YMAAAbPaWkpbceeed8PLyMljm7++Pbt264ciRI/JbXZpKSEiAp6cnNBoNioqKEBwcDKCxYwQAt99+u9yxb8rLywvXX389PvnkE/zyyy+IjY1ttX76DvSVAURjJk2ahPDw8GbLH330USxYsADbt29HZWUlvL29ER0dDQD47bffkJeXh5iYmFb3r6evy6VLlxSXISIi69G/iTU7O9vssvo/9ENDQ00GQ8LCwgD80Se7kpI+mqltysrKAAB79uxpdR9K/jCfP38+1qxZg/DwcLz55psYNmwYwsPD5UDDNddcg+3bt6O+vr7VfSmhbz998MeYltrPVLuoVI4zJuHKfpKe/vultfVCCHmZ/nqfPHkSJ0+ebPG4SgMx+n5JaWlpq9uauk6SJCE0NBRnz541uE6ffvopkpOT8fHHH2Pjxo3YuHEjgMafl2effRYZGRlGr5U+WBkSEqLoHIiMYTCJqJ06ytO21157zeg2TZ+2tRZMqqurwx133IE1a9a0uJ2tn7bt3LmzQz5tO3LkSIvr8/LyUFFRIQeTmj5t27Fjh9Fy+tE89njaVltbi1OnTqFv377y07ZVq1ahR48euO666zBixAhce+21GDx4sDwSzxg+bSMicixXX301/vWvf2HHjh1oaGho8Xf4lXx8fAA0PiAQQhi931+4cAEAjD4oaS8fHx+UlpbixIkT6NGjR7v3t2zZMgDA4sWLMWbMmGbrz5w50+5jNKVvv4sXL5rcxprt52z07bVw4UKTD1vNpe9XKun/mnoQJoSQ1zW9Th4eHpgzZw7mzJmDo0eP4ueff8Z3332HdevW4ZlnngEAPP300832p69L09HiROZiMImonfi07Q982mZ5fNrGp21ERM5u7Nix8PHxwcWLF/Hll19i6tSpisv26NEDKpUKtbW1OH36tNGHKIcPHwYA9OrVy2J11ktOTsaOHTtw6NAhiwSTcnJyADQG2K5UVFRk8mFOa1PJTdG3yZEjR0wG46zZfs4mOTkZa9aswaFDhyy2z6SkJLi5uSE/Px8ajcYgrcSVjhw5YnR5dnY2amtroVKpTD5ITExMRGJiIh588EH85z//wcMPP4yFCxcaDSZlZWUBgEGKCCJzOc5fTEROSt8Z0D9tM8eVT9uMsfbTNgA4ceIERGNCfpOfESNGtLq/pk/b7rnnHsTGxhqMWOHTNvtq+rSttes9Z84cRfu0xdO2s2fP4siRI/jPf/6DW265BUVFRXjmmWdM5vLi0zYiIscSEBAgT+f/85//LAdUTNm+fbs8gtbHx0fua/3zn/9stm11dTU+/vhjADA60qe9Jk2aBAB47733TPbVzKEfPavvnzT1j3/8A1qttsVy5o66veaaa+Dl5YUzZ87gm2++abZ+9+7d2LlzJyRJwujRo83ad0c0ceJEAMDSpUtRVFRkkX16eHigf//+EEJg7969LW771VdfGf3e+Pe//w0AGDp0qKIHyYMHDwYAnDt3zuj6Xbt2AQCuvfbaVvdFZAqDSUTtdOXTNnNc+bTNGGs/bQNgsacv9n7aZgyftv3B0tcbaP60rSXtfdr24IMPYu3atXKHauHChUa35dM2IiLHM2fOHAwZMgQXLlzAkCFD8Nlnn8lTpfWOHz+Oxx57DCNGjDB4UDR79mwAjX9Qf/755/Ly8vJy3Hvvvbh06RLi4uLMGvGk1EMPPYT4+Hhs3boV06ZNQ0FBgcH6iooKrFy5EhkZGYr2d8011wAAnnrqKXmEtRACn376Kd5++214eHgYLadPh/Dzzz+bFdTy8/PDI488AgB4/PHHsW/fPnndqVOnMH36dACN+RRN3YM7k/79++P2229HUVERRo8ebdBeAKDVavHTTz9h2rRpqK2tVbzfG264AUBjvs+WaLVaTJs2TU4zATSmJ9AHUvVT1wBgy5YteOaZZ+R+j15FRYX8MhZjfaGKigpkZmYiICAAAwcOVHwORFdiMImonfi07Q982ubY+LSNiIjsxc3NDRs3bsTkyZNx/vx53HvvvQgKCkKfPn0wcOBAREVFISEhAf/+978RHh5uMKVs3Lhx+Otf/4r6+npMmzYNMTExGDBgACIiIvDll18iMDAQK1eulPsTluTj44N169ahW7duWL58OaKiopCcnIzBgwcjISEBAQEBuOOOO0zmIrzSyy+/DHd3d6xduxaRkZHo378/oqKiMH36dEydOhWDBg0yWm7ixIlwc3PDF198gW7dumHYsGEYMWIEFi9e3Oox586di+uuuw75+flIS0tDSkoKrrrqKiQkJCArKwupqan417/+ZU6zdGiLFi2SA0lpaWmIjY3F4MGD0bdvX/j6+uK6667D559/blbf+b777oNKpcKKFSta3O6ZZ57B7t27ER0djf79+6Nbt26YNGkS6urq8Oijj+KWW26Rty0vL8fbb7+NlJQUdOnSBQMGDMBVV12FsLAwLFu2DP7+/vi///u/Zsf45ptvUFtbi7vuuktRzksiUxhMIrIAPm1rxKdtjo1P24iIyJ58fHzw5Zdf4ueff8b999+P6Oho5OTkIDMzE0II3HzzzVi0aBGOHz+O3r17G5R9/fXX8e2332L06NGoqKjAgQMHEBISgocffhiZmZnym1itITExEZmZmZg/fz4GDBiA/Px87N+/H3V1dRg+fDjefvttfPHFF4r2lZ6ejp9//hmjR4+GTqfD0aNH0aVLF7z33ntYsmSJyXLdu3fHt99+i+HDh6OkpATbtm3D//73v1YfYgKND+02bNiAd999F/3790dubi6OHz+O5ORkzJs3Dzt27JBf1kGN36c//PADli1bhjFjxqCqqgp79+5FYWEh+vbti9mzZ2PXrl0m+7XGxMTEYMyYMTh06BAOHDhgcrtevXph165duOWWW5CXl4eCggKkpqbio48+wvvvv2+w7bXXXov33nsPt9xyC3x8fJCVlYWcnBz06NEDzz77LI4ePWq0r7R8+XIApt/mTKSYICKLKC8vF5MnTxYABADh6ekpevfuLQYMGCAiIyPl5VFRUeLgwYMGZf/617/K66Ojo0X//v2Ft7e3ACACAwPFrl27mh0vNjZWABDZ2dkm66TfZ0uOHDkiunXrJgAIlUolkpKSxKBBg0SvXr2EWq0WAMSgQYMMyrz00ksCgHjppZcMlu/evVu4u7sLAMLPz0+kp6eLrl27CgDinnvuEcOHDxcAxNatWw3KnTx5Uri5uQkAIjY2Vlx77bVi+PDh4pNPPmn1fKuqqsR1110nn2tycrJITU2V656amioKCwsNymRnZ8vHak/btWTr1q2K9mGqTaZPny4AGLSBknJ6ptqrvLxcjB49Wq5bTEyMGDRokOjTp4/w9PSUl1dXVys8UyFyc3OFSqUSvXv3Nrpefy7PPfec8Pf3Fx4eHiI9PV3ExcXJx3v00UcNyqxevVpeFxoaKvr37y9SU1OFl5eXACD8/f3Fnj17mh1r6dKlRvdHREREZE/btm0TAMT999/fbF1r/T5LOXHihFCr1WLs2LFWPQ51DhyZRGQhfNrGp23OgE/biIiIiGxv6NChmDBhAj799FPk5ubapQ6vvvoqhBCYP3++XY5PHYskhAUSpRARUae2fft2XHPNNbj//vvlPF96M2bMwJIlS/DJJ59gxowZVqvDyZMnkZiYiDFjxmDdunVWOw4RERFRW5w6dQqfffYZrr/+ejk9BGCbvpJWq8X8+fPRtWtX3HfffVY5BnUuLvauABEROb+mT9tefPFFxMbG2rwOfNpGREREjqx79+6YM2eOXY6tVqvx/PPP2+XY1DExmERERBbx9ttvIzU1FWfOnLF5MEmr1aJHjx74+OOP0adPH5sem4iIiIios+E0NyIisipbTXMjIiIiIiLbYAJuIiIiIiIiIiJSjCOTiIiIiIiIiIhIMY5MIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIiIiIiIiIiIixRhMIqIOLSsrCy4uLggLC0NVVZVF9vnnP/8ZkiQhIyPDIvsjIiIisrX29pHmzJkDSZIQFxfXbN2aNWsgSRL69+8PIYQFaktEjobBJCLq0J5++mlotVrMnj0bXl5eFtnnX//6V3h6euJf//oXTp8+bZF9EhEREdmSNfpIehMmTEC/fv2wZ88eLFu2zKL7JiLHwGASEXVYmzdvxvfff4+wsDA88sgjFttveHg4Hn74YdTV1eG5556z2H6JiIiIbMFafaSm5syZAwB4/vnnUVNTY5VjEJH9MJhERB3W3LlzAQCzZs2Cp6enRff9xBNPQJIkrFy5EseOHbPovomIiIisyZp9JL3x48ejW7duyMvLw6effmqVYxCR/TCYREQd0pEjR/Dzzz8DAO6++26L7z8uLg5XX301AOCjjz6y+P6JiIiIrMHafaSm7rrrLgDAf/7zH6seh4hsj8EkIuqQ9J2W9PR0JCQktLjtgQMH8MgjjyA5ORl+fn7w8vJCz549ceutt2LJkiUoLy83Wk7fAVuyZAlqa2stewJEREREVqC0j1RTU4PXXnsNffr0gZeXF4KDgzF8+HAsXbpU8bH0faW9e/di9+7d7as4ETkUF3tXgIjIGlatWgUAuOmmm0xuo086uWDBgmZvGjl58iROnjyJtWvXQgiBGTNmNCt/4403AgCKiorw448/tngsIiIiIkegpI906dIljBo1CgcPHpSXVVdX4+eff8bPP/+MzZs3G32L25USExMRGxuL3NxcrFq1Cv379293/YnIMXBkEhF1OCdPnsS5c+cAAAMHDjS5XUZGBv7xj39ACIG0tDSsWLECeXl5KC4uRlZWFhYtWoTrr78ekiQZLR8XF4ewsDAAwP/+9z/LnwgRERGRBSnpIwkhcPvtt8uBpIcffhiZmZkoLCzEb7/9hilTpmDJkiWK8yANHjwYAPtKRB0NRyYRUYejzwMAmO4o/frrr3jvvfcAAOPGjcNXX30FNzc3eX1gYCCSkpIwc+ZMNDQ0mDzWoEGDsHbtWnaQiIiIyOEp6SOtXr0aP/30EwDgueeew2uvvSavCw4OxsqVK3Hvvffis88+U3TMQYMGYcWKFdizZw8qKirg4+PT9hMgIofBkUlE1OFkZWUBALy9veWRQ1d69913AQBeXl5YvHixQSDpSi4upuPu3bt3BwAcOnSordUlIiIisgklfaT//ve/AIDQ0FC89NJLRrdZsGBBi32npvR9pYaGBr4Bl6gDYTCJiDqcS5cuAQCCgoJMbrNlyxYAjaOSgoOD23ws/TEqKipQU1PT5v0QERERWVtrfSQhBLZv3w4AGDt2LNzd3Y1uFxISguHDhys6ZtNj6Y9PRM6PwSQi6nBa6yiVl5fL21x11VXtOlbTQBQ7SEREROTIWusjlZWVobS0FACQlJTU4r6Sk5MVHZN9JaKOicEkIup0NBqN/G9fX9927avpW+BMJeomIiIicgYVFRXyv1vLbaQ09xH7SkQdE4NJRNThdOnSBQBQXFxsdL2fn5/87/Ly8nYdq+kxQkJC2rUvIiIiImtqrY/UNEBUWVnZ4r6aBp5a0vRYoaGhisoQkeNjMImIOhx9R8VUR8nX11fuTO3fv79dx9Ifw9fXFx4eHu3aFxEREZE1tdZH8vf3R0BAAADgyJEjLe6rtfV6DCYRdUwMJhFRh5OSkgKg8Yna+fPnjW4zevRoAMC6detMdqiUOHXqlMExiYiIiBxVa30kSZIwdOhQAMD69etRV1dndD9FRUX43//+p+iY+r6Si4sLEhIS2lJtInJADCYRUYfT9O0iu3btMrrNk08+CaCxMzVz5kzU19eb3F9DQ4PJdb/99luzYxIRERE5IiV9pJkzZwIALl68iLlz5xrd5umnn0Ztba2iY/76668AgPT0dHh7e5tTXSJyYAwmEVGH061bN0RHRwMw3VEaMGAAnnrqKQDAN998g6uvvhqrVq3C2bNnUVpaimPHjuHTTz/FjTfeiGXLlhndR05ODi5cuACAwSQiIiJyfEr6SBMnTsSIESMAAPPmzcOjjz6KgwcPori4GLt378bUqVOxePFidOvWTdEx+eCNqGNiMImIOqQpU6YAAH744QeT27z55pt46qmnIEkSdu/ejdtvvx3R0dEIDAxEYmIipk+fjg0bNhi8haQp/b6Dg4MxcuRIy58EERERkYW11keSJAkrV65E7969AQAffPAB+vbti+DgYAwYMAArVqzA3XffjXvvvbfVYx09ehS5ubkGxyWijoHBJCLqkB588EEAwJ49e3D06FGj26hUKrz99tvYs2cPHnjgAfTo0QNeXl7w8fFBr169cOutt+Kzzz7DbbfdZrT80qVLAQDTp0+Hu7u7dU6EiIiIyIKU9JFCQ0Px+++/49VXX0Xv3r3h6emJwMBADB06FJ988gk+++wzRcfS95XS0tLQv39/y5wAETmEDhNMeuGFFyBJEiRJwrx580xut3PnTtx6660IDQ2Fp6cnkpOTMXfuXNTU1LS4/yNHjmDatGmIiIiAh4cHunfvjqeffhqlpaUtlsvPz8eDDz6I6OhouLu7IyYmBg899BDy8/PbcppEpFBCQgKuu+46AGi1w9OvXz8sXLgQJ06cQGVlJcrLy3Hs2DGsWbMGd999t8FrcvVycnKwY8cOAH90yoiIHBX7SUSkp7SP5OHhgb/97W84ePAgqqqqUFxcjG3btmHGjBkAgDlz5kAIgZycHJP7+PzzzwEADz30kMXqT0QOQnQAWVlZws3NTQAQAMTcuXONbrd06VKhVqsFABEZGSn69esnXF1dBQAxYMAAUVlZabTcjz/+KDw9PQUAERoaKtLS0oSXl5cAIOLj48X58+eNljt8+LAICgoSAIS/v79IS0sT/v7+AoAIDg4WR44csVgbEFFzW7ZsEQBEWFiYyZ/vtvrLX/4iAIjbb7/dovslIrI09pOI6ErW7CPpffPNNwKAiImJEdXV1VY5BhHZj9MHk3Q6nbj22muFt7e3GDlypMlOUnZ2tnB3dxcAxJtvvil0Op0QQoicnByRkJAgAIjHHnusWTmNRiNCQ0MFAPHEE0+Iuro6IYQQhYWFYujQoQKAuPnmm5uVa2hoEMnJyQKAmDx5svxLuqKiQkyaNEkAEH379hVardaSzUFEVxg7dqwAIN5++22L7bOgoEB4enoKNzc3cerUKYvtl4jI0thPIiJTrNFHaqpfv34CgPjss8+ssn8isi+nDyYtXLhQABBvvPGGmD59uslO0qOPPioAiBtuuKHZuu3btwsAwtXVtdnTszfffFMAEElJSaKhocFgXW5urnBxcREAxJ49ewzWrVy5Un6yptFoDNZpNBoRHBwsAIivv/66radORAocPnxYqNVqiz55e/LJJwUA8Ze//MUi+yMishb2k4jIFGv0kfRWr14tAIi0tDQ5OE1EHYtT50y6dOkSZs+ejeTkZPzlL38xuZ0QAqtXrwYA3H///c3WX3311UhMTER9fT2++eYbg3Vff/01AGDGjBlQq9UG62JiYnD99dcDAL788kuj5W6//Xb4+voarPP19ZXfZrBq1apWz5OI2i45ORkNDQ04f/48vLy8LLLPd955B0IILFiwwCL7IyKyBvaTiKgl1ugj6U2YMAFCCOzZsweSJFl030TkGJw6mPSXv/wFxcXF+Pe//w1XV1eT2+Xl5aGgoAAAMHToUKPb6Jf/9ttv8rKGhgbs2bPH7HIA8Ouvv7apHBEREZElsJ9ERERE1uK0waQtW7Zg2bJluPvuuzF8+PAWtz1x4gQAwN3dHV27djW6TXx8vMG2QOPbmurr6w3WKylXV1eHvLw8ReWaHoOIiIjIEthPIiIiImtysXcF2qKmpgYPP/ww/P398fbbb7e6fUlJCQAgICDA5DDLwMBAg22v/Ld+vZJyZWVl0Ol0isrpdDpoNBoEBwc328bb2xvV1dUQQkClaj3u5+vra/QV5kRERLZWUVGB8vLyVrfT6XSQJAmenp6orKy0Qc06PvaTjGM/iYiIHImz95WcMpg0b948nDx5Eu+//z7CwsJa3b6mpgYA4ObmZnIbd3d3AEB1dXWzci2VbW+5K8s2pe8gAZA7XS0pKytDWVlZq9sRERE5EiGEyXshmY/9JOPYTyIiImfliH0lpwsmHTlyBG+99RbS0tLwyCOPKCrj4eEBoHFYtSm1tbUAAE9Pz2bl9GWbfm1OuZaOd2XZpvQdJAB84mYlBQUF0Ol0UKlUiIiIsHd1Ohy2r/Wxja2Pbdw25jxtAwzvedR27CeZxn6S+fj7z/rYxtbF9rU+tnHbOXtfyemCSY8++igaGhrwwQcfKOo4AH8MlS4tLYUQwugQbv3w66bDrZv+u6SkxOgPh7Fy/v7+UKlU0Ol0BsO6jZVTqVTw8/Mzuo1+HyqVClqttsVzpLaJiopCfn4+IiIicPbsWXtXp8Nh+1of29j62MbWpVar5XsdtR/7SWRJ/P1nfWxj62L7Wh/b2Pocta/kWLVRYN++fZAkCePHj0d4eLjBZ8WKFQCAN954A+Hh4RgwYAAAoGfPngAan3KdO3fO6H5Pnz5tsC0AxMXFyW8/0a9XUs7NzQ0xMTGKyjU9BhEREVF7sJ9EREREtuB0wSQA0Gq1uHDhQrOPfg5+RUUFLly4gEuXLgEAYmJiEB4eDgDYvn270X3qlw8aNEhe5uLigrS0NLPLNf3a3HJERERE7cF+EhEREVmb0wWT9EOwjX2mT58OAJg7dy6EEMjJyQEASJKEiRMnAgAWLVrUbJ87duzA0aNH4erqivHjxxusmzRpEgBg8eLFzYZQ5+XlYfPmzQCAyZMnGy23cuXKZvMgy8vLsWrVKgDAbbfdZnYbEBERERnDfhIRERHZgtMFk9rqmWeegZubGzZu3Ii33npLTl6Vm5uLmTNnAgAeeOAB+cmc3sMPP4yQkBAcOXIEGRkZqK+vBwAUFRXhrrvuQkNDA2666Sakp6cblJs8eTISExNRVFSE++67D1VVVQCAyspK3HfffSgqKkLv3r0xYcIEK585ERERUcvYTyIiIiJzdJpgUrdu3bBw4UKoVCo8++yziI6ORlpaGnr27Iljx44hPT0db731VrNyfn5++OKLL+Dh4YH33nsPkZGR6N+/P2JiYrB9+3bExcXhv//9b7NyarUaq1atQmBgIL766it07doV/fv3R2RkJL766isEBQVhxYoVDpdEi4iIiDof9pOIiIjIHJ3qDn3vvffil19+wbhx41BdXY2srCzEx8djzpw52LZtG7y9vY2WGzVqFHbv3o2pU6dCkiQcPHgQYWFhyMjIwN69e5s9pdPr3bs3MjMz8cADD8DHxwcHDx6Ej48PZs2ahczMTCQnJ1vzdImIiIgUYz+JiIiIlJKEfhwzOZymrwDkK2+tQ/8qy8jISL7K0grYvtbHNrY+trF18V5HbcXvHevj7z/rYxtbF9vX+tjG1ueo97tONTKJiIiIiIiIiIjax8XeFSDTfH19UVZWBl9fX3tXpcPKyMiARqOBn5+fvavSIbF9rY9tbH1sY+vivY7ait871sfff9bHNrYutq/1sY2tz1Hvd5zm5sA4ZJCIiDo63uuorfi9Q0REnYGj3u84zY2IiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRjMImIiIiIiIiIiBRzsXcFiIiIHIkQAnV1daiurkZNTQ20Wi10Oh3UajU8PT3h5eUFNzc3SJJk76oSEREREdkFg0lERNTpaTQaXLx4EWVlZaisrIRWq21xezc3N3h7e8PHxwc+Pj4IDQ2FWq22UW2JiIiIiOyLwSQiIuq0ysrKcPr0aZSWlhoslyQJ7u7u8PT0hFqthkqlQkNDgzxaqa6uDnV1dSgpKQEAZGdnIyEhAUFBQXY4CyIiIiIi22IwiYiIOp3a2lqcPHkSFy9eBACoVCqEhoYiKCgIvr6+8PDwMDnSSKvVorKyEhUVFaisrERhYSFqampw4MABxMXFITY2llPgiIiIyOnV1tbil19+QVZWFmpqahAWFoauXbvCxcUF586dQ15eHvLz8yGEgIeHB5KTkzFq1CjExcXZu+pkAwwmERFRp3Lp0iUcO3YM9fX1kCQJ4eHhiIuLg4eHh6LyarUafn5+8PPzAwDEx8fj5MmTOHfuHLKzs1FXV4eePXsyoEREREROqbq6Gh988AFef/11FBYWml0+PT0dU6ZMwZQpUxAfH2+FGpIjYDCJiIg6BSEETp48ibNnzwIAfH19kZCQAF9f33btV61WIyEhAT4+Pjhx4gTy8/MBgAElIiIiciq1tbVYtGgRXn31VZw7d67N+9mzZw/27NmDv/71r7j22mvx8MMPY+jQofD19YW3tzdfZNJBMJhEREQdnk6nw7Fjx3D+/HlIkoSYmBjExcVBpVJZ7BiRkZFQq9U4evQo8vPzoVKp0L17d3aWiIiIyKE1NDRgyZIleOWVV5CXl2fRff/yyy/45ZdfDJa5uLigR48eSE1NRUJCAgICAuDv74+goCAMHDgQXbt2tWgdyDoYTCIiog5Np9MhKysLly5dgiRJSExMRHh4uFWOFR4eLgeuzpw5A5VKxeHdRERE5JCEEPj2228xe/ZsHD161OR26enpCA4ORkFBAQoKCqDT6dClSxfExMQgKioKbm5uuHTpEn766ScUFRW1etyGhgYcPXrU5DFvvPFGzJs3D+np6W0+N7I+BpOIiKjDamhowOHDh1FcXAyVSoXk5GSEhoZa9Zhdu3aFTqfDiRMnkJubC5VKxUSURERE5FB27dqFZ555Bj///LPJbUaNGoV58+Zh8ODBivbZ0NCAn376CatWrcLXX3/dpnxLAPDDDz/ghx9+wMSJE/Hkk09i6NChcHFh6MLRWG58PxERkQOprKzE/v37UVxcDLVajd69e1s9kKQXFRWF7t27AwCys7MtPmSciIiIqC2qqqrwl7/8BYMHDzYZSLrmmmuwdetWbN68WXEgCWicvnb99dfjP//5D/Lz87FixQqMGjVK8UtOrrR69WqMGDECYWFhmDZtGjZt2tSm/ZB1MLxHREQdik6nQ15eHnJzc6HT6eDq6oq+ffvKb1+zlZiYGOh0OmRnZ+PUqVOQJAnR0dE2rQMRERGR3pEjR3DbbbchKyvL6Pp+/frh9ddfxw033NDunI9ubm64/fbbcfvtt0On00Gj0aCqqgqVlZUoLCzEwYMHkZmZiYKCAmg0GpSVleH48ePQaDTN9lVcXIzPP/8cn3/+OSZNmoT//Oc/CAkJaVf9qP0YTCIiog6jtrYWBw4cQEVFBQAgKCgICQkJbX4i1l5xcXHQ6XTIzc3FyZMn0dDQgLi4OCblJiIiIptasWIF7r//flRWVjZbFxsbi1dffRV33nmnRV9OoqdSqRAQEICAgAAAjW+8HTJkSLPtqqqq8P777+P1119HaWmp0X19/fXX2L17N9avX4+UlBSL15WU4zQ3IiLqEKqqqrB3715UVFTA1dUVSUlJ6Nu3r90CSXrdunVDt27dAAA5OTk4efIkhBB2rRMRERF1DsXFxZg5cyamTp3aLJDk4eGB+fPn4+jRo5g2bZpVAknm8PLywrPPPovc3Fy88cYbSE1NNbpdXl4eRowYgczMTBvXkJpiMImIiJxeeXk59u3bh5qaGnh6eiI9PR3h4eEOMQJIkiTExcWhZ8+eAICzZ8/iyJEj0Ol0dq4ZERERdWTfffcdUlJS8MknnzRbl5qain379mH27Nl2f/B2JT8/Pzz77LPYv38/cnNz8e677zbLe1lYWIjrrruOASU7YjCJiIic2qVLl7Bv3z7U1dXB19cX/fr1g6enp72r1UxUVBSSkpIgSRIuXLiAw4cPQ6vV2rtaRERE1MGUlZXhvvvuwy233ILz5883Wz9z5kzs3LkTiYmJdqideWJiYvDEE08gMzOzWTLwkpIS3HjjjTh9+rSdate5MZhEREROSQiBnJwcHDp0CFqtFkFBQbjqqqvg7u5u76qZFB4ejt69e0OlUqGwsBCZmZmora21d7WIiIiog9i0aRP69OmDxYsXN1vn4+ODRYsWYdGiRQ754K0lERER2LRpE4YPH26w/Pz58xg9erTRoBlZF4NJRETkdBoaGpCVlYXs7GwAjaN++vTpAxcXx3+vREhICPr27QsXFxeUlZVh9+7dOH/+PPMoERERUZtpNBo88sgjuOGGG3DmzJlm68eOHYsjR45g5syZdqidZfj4+GD9+vW49tprDZafPn0aY8aMMZm0m6yDwSQiInIqNTU12L9/Py5evAiVSoWEhAT07NnT7kkjzREYGIi0tDR4e3ujrq4OR44cwe7du1FcXGzvqhEREZETqaqqwsKFC5GSkoIPP/yw2XpfX18sWrQI3333HaKiouxQQ8vy8vLCt99+2yw594EDBzBu3DhUVVXZqWadj/P0vImIqNMrLS3Fnj17UF5eDjc3N6SmpqJr1672rlabeHt7Iz09HfHx8XBxcUFFRQUyMzOxf/9+lJeX27t6RERE5KDOnTuHjz/+GLfeeitCQkLw4IMP4uzZs822GzlyJA4ePIiZM2c6xEtJLMXf3x8bNmxA9+7dDZZv374dU6ZMQX19vZ1q1rkwmERERA5Pp9MhOzsb+/fvR11dHXx8fJCWloaAgAB7V61d1Go1YmNjMWjQIERFRUGlUqGkpAS7d+/G8ePH+cY3IiIiAgDU19dj1apVGDlyJCIjIzFr1iysXbsW1dXVzbb18vLC+++/j02bNiE2NtYOtbW+sLAwbNq0CREREQbL169fj+nTp/MlJzbg+MkliIio0xJCoLCwEDk5OaioqADQ2Hno1auXU+RHUsrNzQ09e/ZEVFQUsrOzceHCBeTn56OiogIpKSkOnVSciIiIrOfixYv45z//iY8//lhRkunrr78eH330Ebp162aD2tlXt27dsGHDBgwbNswgX9Ly5ctRU1ODZcuWOV2icWfCkUlERORwGhoacP78eezevRuHDh1CRUUFXF1dkZycjOTk5A4VSGrK09MTycnJcjLxsrIy7Nu3z+hTRyIiIurYvvjiCyQmJmLevHktBpJUKhXGjBmD77//Hhs3buwUgSS9Pn36YP369fDy8jJYvnr1alx//fXMR2lFHbM3TkRETker1aK4uBgXL15EUVGRPDzZxcUFkZGRiI6Ohqurq51raRshISFIT0/HgQMHUF1djX379iE1NRXe3t72rhoRERFZWVFRER577DGsWLHC5DZ+fn648cYbMW7cOIwdOxbBwcE2rKFjGTJkCL7++muMHz8edXV18vIdO3Zg+PDh2LRpE8LDw+1Yw46JwSQiIrIbrVaL0tJSXLx4EYWFhWhoaJDXeXp6Ijw8HJGRkZ0miNSUl5cX+vXrh8zMTFRWVmL//v3o27cvfH197V01IiIiMoNWq8WOHTtw+PBhXLp0CV5eXggICICfnx9qampQUVEBtVoNT09PnDlzBv/3f/+HwsJCo/saOnQoHnnkEdx2222cBt/EmDFjsGHDBkyYMAFlZWXy8kOHDuGGG27A//73PwQGBtqxhh0Pg0lERGQxVVVVKC4uRlVVFXQ6Hdzc3OTOklqtRm1tLcrLy1FeXg6NRgONRmOQINHd3R1dunRBly5d4Ovr26HePNIW7u7uuOqqq3DgwAGUl5fLASV/f397V42IiIhaodVqsWrVKrzyyis4cuRIu/Z122234cUXX0Tfvn0tVLuOZ8SIEdi+fTvGjBmD/Px8efnBgwcxbtw4bNy4kaO8LYjBJCIiarfCwkLk5eUZPAnSy83NhSRJkCTJ6NvJ3N3dERISgi5dusDf37/TB5Cu5ObmhtTUVBw8eBBlZWXIzMxEamoqA0pEREQOSqvVYuXKlXjllVdw9OjRdu0rKCgI//73v3HHHXdYqHYdW0pKCrZv345Ro0bh1KlT8vIdO3Zg8uTJWLt2Ldzc3OxYw46DwSQiImozrVaLkydP4ty5cwAASZIMRiJVVVWhpKQEtbW1EEJAkiR4e3vD19cXfn5+8PPzg7e3NwNIrXB1dUXfvn1x6NAhlJSUMKBERERkI1qtFvn5+dBoNIiIiGgxN5EQAitWrMDLL7/c7iASAEyaNAnvv/8+IiIi2r2vziQ2NhabN2/G0KFD5T4qAGzYsAF33303PvvsM04RtAAGk4iIqE2qqqpw+PBhVFRUQJIkREVFITo62ujNua6uDjqdDq6urlCr1XaorfNzcXFBnz59cPDgQZSUlODAgQOc8kZERGQlv/32G95++21s2rTJYOR1r169cP3112P69OkYOHCgvPzkyZN46KGH8OOPP5rcZ1xcHPr06YOamhqUlpZCo9HA09MT3t7eEELIaQL69euHmTNnYtiwYVY9x44sLi4OGzduxLBhwwze6LZq1SocOXIEn376Kfr162fHGjo/BpOIiMhsFy5cwLFjx6DVauHq6oqkpKQWn9RxOLFlqNXqZgGlPn36ICAgwN5VIyIi6hDq6urw2GOP4eOPPza6/vjx4zh+/Dj+/e9/Y/To0Xj00UeRlZWFuXPnoqamxmiZ1NRUvPTSS7j11luhUqmsWX1qIiUlBd9//z1GjhyJyspKefmhQ4cwcOBAvPfee3jkkUfsWEPnxmASEREpduW0toCAACQlJcHDw8PONes8TAWU+IYSIiKi9ikrK8PkyZOxZcsWRdtv2rQJmzZtMrn+qquuwksvvYTx48cziGQnAwcOxDfffINx48YZBPsaGhrw6KOPQqvV4vHHH7djDZ0Xv6OJiEiRqqoq7N27F+fOnYMkSYiNjUVqaioDSXagDygFBQVBq9XiwIEDKCoqsne1iIiInNa5c+cwbNgwxYGklsTExODrr7/G3r17MWHCBAaS7GzUqFHYtWsXUlNTm63705/+hH/96192qJXz43c1ERG1SAiBgoIC7N69GxUVFXB1dUWfPn0QHx/PzpEdqdVq9O7dGyEhIdDpdDh06BAuXrxo72oRERE5nZ9++gkDBw7EgQMHDJZ7e3vjrbfewpkzZ1BXV4c9e/Zg7ty5CAsLM7ofSZLwpz/9CYcOHcLEiRP5ghEH0qdPH+zatQvPPvtss3WPP/443n33XTvUyrk55V8Ba9aswUMPPYT09HRERETAzc0NAQEBuPrqq/Huu++irq7OZNmdO3fi1ltvRWhoKDw9PZGcnNzi/Fa9I0eOYNq0aYiIiICHhwf+n737Do+rOhM//p2uMqPee7dkyXI3uIIxzTZgSkxJMRBCMfxCgMUhhECykIWEJcCykJACJGwIYGIC2MYUN9x7US+W1ftopBlpNNK0+/tD0YCwJEuypBlJ5/M8emzdeka6mnvmvee8b3JyMo8++ihtbW2D7ldbW8s999zjSkobFxfHvffeS21t7UheuiAIwrjq7OwkNzeXoqIiHA4HgYGBzJ8/f9D8SML4USgUZGZmEhYWhtPppKCgoE/VEmHqEn0lQRCEwXV0dPDmm29yySWXsHz58nPec8LCwti9ezePPvooMTExqFQq5syZwy9+8QvKy8t55ZVXmDdvHlqtlpiYGG699VYOHjzIK6+8gk6nc9OrEgajVqv57W9/y69//etz1j300EM8++yzSJLkhpZNUNIEtHjxYgmQNBqNlJiYKM2bN0+Kjo6WAAmQ5s6dK7W2tp6z39///ndJoVBIgBQdHS3Nnj1bUqlUEiDNnz9fMpvN/Z5v586dkre3twRIoaGh0pw5cyQfHx8JkJKSkqSGhoZ+98vPz5eCgoIkQPL395fmzJkj+fv7S4AUHBwsFRYWDvo6e19TdHT0sH9GgiAIF6Kzs1MqLi6Wdu/eLe3cuVPatWuXVF5eLjkcDnc3TeiHw+GQioqKpJ07d0o7d+6UKioq3N2kIRP3urExFfpK4toRBGEk7Ha79Nxzz0kBAQGu98Rvf6WmpkplZWXubqowhn7961/3+7t/8MEHPa6/66n3uwkZTHrrrbekXbt2SVartc/ygwcPSjExMRIg3X///X3WlZeXSxqNRgKk559/XnI6nZIkSVJFRYU0bdo0CZAeeOCBc85lMpmk0NBQ14XVe069Xu/qqK1evfqc/ex2uzR9+nQJkG666SZX56ujo0O68cYbJUDKzs4e9EL11ItGEITJxW63S21tbVJVVZWUl5cnHThwwBWU2Llzp3T69Gmpo6PD3c0UzsPpdEplZWWu39uZM2dc9zpPJu51Y2Mq9JXEtSMIwnA1NjZKl19++YBBJEC69NJLpebmZnc3VRgHzz33XL/XwG233SZ1d3e7u3kunnq/m5DBpMFs3LhRAqSoqKg+y++//34JkK688spz9tm/f78ESCqV6pwnZ88//7wESBkZGZLdbu+zrrKyUlIqlRIgHT9+vN92BAcHSyaTqc86k8kkBQcHS4D04YcfDvhaPPWiEQRh4uru7pYaGhqkwsJC6ejRo9LevXv7BI56v3bt2iWdPHlSMhgM7m6yMEyVlZWu32Nubq7U1dXl7iYNStzrxt9k6SuJa0cQhOHYtWuXFBUVNWAQKSwsTHr11Vclm83m7qYK4+iVV17p93q48sorpfb2dnc3T5Ikz73fKYc2GW7iSE9PB3ryfPSSJIl//etfANx1113n7LNo0SLS09MpKiri448/5p577nGt+/DDDwG44447UCgUffaLi4vj8ssv57PPPuOf//wnc+bMOWe/m2+++Zw5szqdjrVr1/L666/zwQcfcMMNN1zISxYEQTgvo9FITU0Ner0ep9N5znq1Wo2fn5/rS6fToVROulvElBAXF4dSqaSkpITm5mZaW1uJj48nOjr6nPuYMDWJvpIgCJ5GkiQ+/vhj/va3v7mSYGu1Wnx8fFCpVKhUKmJiYli9ejXXXHMNPj4+rn0dDgcnT56kvLwcHx8furq6aGxspL6+nsbGRhwOByUlJezbt6/fc69atYq77rqL1atXo9FoxuX1Cp7jxz/+MSEhIaxbtw673e5a/sUXX7BixQq2bt1KSEiIG1vouSbdJ4WDBw8C9OmsVFVVUV9fD8DixYv73W/x4sUUFRVx+PBhVwfJbrdz/Pjx8+732Wefcfjw4T7LDx06dN79Xn/99XP2EwRBGE02m42SkpI+Vb60Wi1BQUH4+fnh7e2NRqNBqVSKiiOTSFRUFDqdjuLiYtrb2ykrK6OmpoaEhATCw8NFUGmKE30lQRA8SWFhIQ888AC7du0677Zvv/02Wq2Wa6+9lmnTppGTk8OuXbtobW0d9nmjoqJ4//33WbJkyUiaLUwit912G0FBQdx0002YzWbX8iNHjrBkyRK2bt1KcnKyG1vomSZFMMnhcFBfX88nn3zCz372M3x9fXnuuedc60tLSwHQaDRERUX1e4ykpKQ+2wJUVFRgs9n6rB/KflarlaqqqiHt13sOlUp1/hcqCIIwDJ2dneTk5GCxWJDJZISHhxMTEyMqjEwROp2OOXPm0NjYSEVFBV1dXRQXF1NWVkZYWBjh4eH4+/u7NYjY2dnZ5ymgMHZEX0kQBE/S0NDAli1b+Oijj/j888+HdS/o6Ojg3XffvaDzX3HFFfz9738nLCzsgo4jTB5XXXUVO3fuZNWqVbS0tLiWFxcXk5mZyUMPPcSGDRtEReNvmNDBpJdffpmHH364z7Lrr7+eZ555hqysLNey3kh1QEDAgJ3mwMDAPtt++/+964eyn9FodE0jOd9+TqcTk8k06EVZX19PTEzMgOt7PfLIIzzyyCPn3U4QhMnPbDZz6tQprFYrXl5eZGZm4ufn5+5mCeNMLpcTGRlJWFgYdXV11NTU0NXVRV1dHXV1dXh7e5OYmEhYWNioB5VefPFFXnzxxX7X+fn5ERISgr+/P0ajcVTPK/Q1FfpKop8kCBNHWVkZv/jFL3j//ffdUoI9PDycn/3sZzz44IPI5fJxP7/g2RYsWMC+ffu46qqrXA88ALq7u/ntb3/La6+9xo9//GMeeeSRUZn6Nlhf6Zt6Rw57mgkdTIqOjmbx4sXYbDYqKytpbGxk165dvPvuuzz99NOuYfxdXV1AT06QgfTOj7VYLK5lvfsNtu+F7vftffvjdDqpra0ddBsAk8l03m0EQZj8vhlI0mq1zJw5c9D3P2HyUygUxMbGEhMTQ1tbGw0NDTQ3N2OxWCgoKKCuro709HS8vb1H7Zwmk8l17/Lx8UGn06HT6QgJCXHdA9vb28XIpDE2FfpKop8kCJ6voaGBZ599ltdff901mrE/cXFx/OxnPyMyMhKz2YzFYsFms2E0Gtm5cyc7duzoN/cjQEREBEqlEm9vb0JCQoiMjHQt02g0LFy4kJUrV+Ll5TVWL1OYBNLT09m/fz9XX301+fn5fdZ1dHTw3HPP8fLLL3PjjTfyve99jxUrVoy4n/3NvtJENKGDSWvXrmXt2rWu7w8fPsy9997Ls88+i8Fg4A9/+AOA6w3DarUOeKzu7m6APh3pb77R9D7dH8l+g53v2/v2p/fJ8vmIUQeCIHR0dHD69GkRSBL6JZPJCAwMJDAwkNTUVGpqaqiqqqKtrY1jx44xbdq0Cx7yL0kS7e3t+Pj4cMkll+Dr63tOjia73Y7BYBgwIbwweqZCX0n0kwTBM9ntdjZt2sTf//53tm3bhsPhGHBbLy8vHn74YZ544gl8fX373eZnP/sZDQ0NfPTRRxw5cgSDwUBoaCiLFy9mxYoVxMbGjtVLEaaYmJgY9u/fzy9/+Utee+21cx58WSwW3nnnHd555x0CAgJYs2YN9957LwsXLhzWefz8/IiOjj7vdvX19R7ZX5rQwaRvu+iii/j0009JSkriT3/6Ez/72c+Ij493DZNua2tDkqR+h2/3Dr3+5lDrb/6/tbW1345Kf/v5+/sjl8txOp0DJoPrXS6Xy8/buYmMjKSmpmbQbQRBEIxGI7m5udhsNnQ6HdnZ2SKQJAxIqVSSkJBAWFgYhYWFmEwm8vPzaW1tJSUlZdhJuk0mE01NTTQ3N9PV1cX8+fOZP3++61xarRatVou/vz/BwcGu48fExEzop3ITzWTsK4l+kiB4nhMnTnDXXXdx6tSpAbfRarWsWrWK6667jtWrVxMQEHDe40ZERHDfffdx3333jV5jBaEf/v7+vPzyy9x///0888wz/OMf/+g3oNPW1sbf/vY3/va3v3HvvffyyiuvDLn/PdTp157aV5p0E0WjoqKYNWsWTqeT06dPA5Camgr0POGqq6vrd7+zZ8/22RYgISHBleyxd/1Q9lOr1cTFxQ1pv2+eQxAEYSQkSaK2tpZTp05hs9nw9/cXI5KEIfPx8WH27NnEx8cDUFdXx7Fjx2hubh5SPguj0cjp06c5fvw41dXVdHV1oVAoCAsLIy0tjfnz57NkyRJmz55NamoqYWFhopqcm4m+kiAIY8VisfD444+zYMGCAQNJGo2GRx99lMrKSt5//32+973vDSmQJAjukJaWxv/93/9RWFjI97//fZTKgcfj/PGPf2T16tVTZlr1pAsmAa5haL3/xsXFERERAcD+/fv73ad3+UUXXeRaplQqXWVzh7PfN78f7n6CIAjD4XA4KCoqoqSkBKfTSUhICNnZ2eKDlzAscrmcpKQkVxCys7OTvLw8Tp8+PWCuGpPJRE5ODidOnMBgMCCTyQgLCyMrK4vFixeTmZlJdHQ0Wq3WrRXjhP6JvpIgCKNJkiQ2bdpEdnY2v/nNb/qd0ubj48MPf/hDiouL+e///m+CgoLc0FJBGJneoFJtbS0vvfTSgFPatm/fznXXXddnqvZkNemCSRUVFa6nbDNnzgR6ckTccMMNALzxxhvn7HPgwAGKiopQqVRcd911fdbdeOONAPz1r389502xqqqK7du3A3DTTTf1u9/GjRtpb2/vs669vZ0PPvgAgO985zvDf5GCIAj05BnJycmhoaEBmUxGcnIyWVlZgz4xEYTBBAUFsWDBAuLj45HL5bS2tnL8+HFXiVxJkjAYDOTk5LiWy2QyIiMjueiii8jMzCQ0NFSMPPJwoq8kCMJocTqdbN++ncWLF/Od73yHM2fOnLNNZmYmf/vb32hoaOCNN95wjYQVhIkoLCyMhx56iAMHDlBdXc1vfvMbfHx8+mzz1VdfsX79eje1cPzIJHfUZLwAx48f55NPPuH2228nKSmpz7rPPvuMhx9+mKKiIlatWsXWrVtd68rLy0lPT8dqtfL888/z6KOPIpPJqKys5KqrrqK4uJj169fz+9//vs8xTSYTycnJ6PV6HnzwQV544QVUKhUtLS2sWbOG/fv3s3LlSj799NM++zkcDrKysigqKuKmm27i7bffxsfHB7PZzO23386mTZvIysri9OnTA5al7J0bGR0dLXIBCILQR2dnJ7m5uXR2dqJUKsnMzBRP+IRR1XuNtbS0YLPZCA0NRZIkV7JkmUxGeHg48fHx53SihkPc60bfVOkriWtHEIbO6XSSn59PUVERZWVl1NbWotVqCQ0NJSwsjLCwMPz8/KiqqqKkpASz2UxERASxsbGo1WoaGhqorKykqqoKvV5PS0sLBoOB+vp6Ojo6+j2nSqXiiSee4PHHHxdT74VJ7dixY6xatYrm5uY+y9977z1uueWWCz6+p97vJlwwaffu3SxfvhzoScAWExOD1Wp1VaMBmD9/Pp9++ikhISF99n377be58847cTqdREdHExYWRl5eHjabjblz5/LVV1/1Wz1gx44dXHPNNXR1dREaGkpcXByFhYV0dnaSkJDAwYMHXUPDvykvL49ly5bR2tqKv78/KSkpnDlzBqPRSFBQEHv37mX69OkDvlZPvWgEQXCvtrY213uXl5cXM2bMQKvVurtZwgTncDhoa2vDaDTS0dFBR0cHXV1d6PV6zGazaxqbVqt13X8vJIjUS9zrRt9U6SuJa0cQzq+wsJCXX36Zf/7znxgMhnE778UXX8yf//xnsrKyxu2cguBOJ0+eZNmyZX2Cq4GBgRQXFxMaGnpBx/bU+92Em+Y2c+ZM/ud//ofrrrsOX19fioqKKCoqwtvbm5UrV/LWW29x4MCBczpHAOvWrWPv3r1cc801WCwWCgoKSEpK4le/+hX79u0bsAzlihUrOHbsGLfeeisymYzc3FzCw8N55JFHOHHiRL+dI8D1NO1HP/oRWq2W3NxctFotd999N6dPnx40kCQIgtCfhoYGTp8+jc1mw8/Pjzlz5ohAknBBehO4Hzp0iJycHCorK2lpaaG7uxu5XE5cXByRkZEEBASgVCqZOXMmaWlpoxJIEsaG6CsJgiBJEv/7v//LzJkz+dOf/jRugaTk5GQ2btzIgQMHRCBJmFJmz57N66+/3mdZa2srjz32mJtaNPYm3MikqcRTI5CCILhHdXW1KxdBaGgoGRkZIjeNcEEcDgelpaXU19cDPRV2goKC0Ol0aLVafH19USqVOJ1OcnJyaG1tRa1WM2fOHLy9vUelDeJeJ4yUuHaEkXA4HJhMJnQ63aTNMdjR0cGPfvQj3n///XE7Z1ZWFuvXr+dHP/qRmNImTGm33HILGzdu7LNs7969LFmyZMTH9NT73eR8BxUEQZhkqqqqKCsrAyA2Npbk5GRRIUu4IN3d3eTn52M0GpHJZCQlJRETE9Nvbhq5XE5mZianTp2io6ODnJwcZs+eLT4wCILg8fR6PXv27GHv3r3s3buXnJwcbDYbcrmcOXPmcOONN/Kd73yH1NRUdzd1VOTl5bF27VqKior6XR8TE0NaWhrx8fFYLBaamppoamqisbGRtrY2oqKiSE1NJTAwkPr6eqqrq7Hb7YSHhxMTE0N8fDyRkZEEBwe7vmJiYkS/RBD+7aWXXmLbtm19Ckvcf//9nDhxYtIFsCfXqxEEQZiE6urqXIGkxMRE4uPjRYdNuCBGo5GCggK6urpQKpVMnz6d4ODgQfdRqVRkZ2dz4sQJOjs7ycvLY+bMmWJ0nCAIHmnPnj389re/5bPPPsPpdJ6z3ul0cuzYMY4dO8bPf/5zZs2axdq1a7nyyiuJiooiLCxsQn3wkySJV199lQ0bNvRbkvyhhx7ioYceEpXUBGGMRUVF8fTTT/Pwww+7luXm5vLiiy/y05/+1I0tG31impsH89ThbIIgjJ/m5mby8/ORJIn4+PhzKjMJwnA4nU6qqqqoqKhAkiR8fHzIysoaMA9Ofzo6Ojh58qTrSXVGRsYFBTfFvU4YKXHtCP2prKxkw4YNfPDBBxd0HJlMxvTp01mxYgWXX345l1xyCX5+fqPUytEjSRJ79uzhZz/7GYcOHTpnvb+/P//3f//Htdde64bWCcLUZLfbmTt3Ljk5Oa5lGo2G06dPM23atGEfz1PvdxMn3C4IgjDFmM1mCgsLkSSJqKgoEhMT3d0kYQIzm82UlJS4qnmFh4eTmpqKSqUa1nG0Wq0raXJjYyO+vr7iSbcgCOPO6XSi1+vR6/W0trbS2trKl19+yeuvv47Var3g40uSRH5+Pvn5+bzyyisoFAoWLFjA5ZdfzrXXXsvcuXNpaGigqqoKo9FISEgIaWlp6HS6UXh152/bnj17eO+999i2bRuVlZX9bjd79mz++c9/igdRgjDOlEolr7/+OosXL6Z37E53dzd33HEHX3311aRJEyCCSYIgCB7IbreTn5+Pw+EgMDCQ1NRUMbVNGBG73U5lZSU1NTU4nU4UCgVpaWmEh4eP+JrqvSZLSkooLy9HrVYTGRk5yi0XBGGqM5lMlJaWUlxcTElJCRUVFVRVVVFVVUV1dfWQg0Y+Pj4sWrSIpUuXsmTJEpKTkzlz5gybNm1i06ZNNDU1nfcYDoeDgwcPcvDgQZ555hlkMhn9TfCIjIxELpdjsVjo7OxEpVIxd+5c1q1bx6233nrBxQu++uornnrqKfbs2TPodg8//DDPPvssXl5eF3Q+QRBGZuHChfzkJz/h5Zdfdi07dOgQ999/P3/+858nRb9eTHPzYJ46nE0QhLFXXFxMXV0dGo2GuXPnotFo3N0kYYKRJInm5mbKysro6uoCIDg4mNTU1FGrxFZaWuq6P6WmphITEzPsY4h7nTBS4tqZfAwGA7t37+bTTz/lyy+/pKqq6oKOFxQUxK9+9SvuvPNOtFptv9s4HA727t3Lxo0b+fTTT6muru43x9JoCA8P5/nnn+f73/9+v8UOBnPixAl+/vOf8/nnnw+6XXJyMn/4wx+44oorLqSpgiCMArPZTHZ2NmfPnu2z/L//+7959NFHh3wcT73fiZFJgiAIHkav11NXVwdARkaGCCQJw2axWCgpKcFgMADg5eVFamoqwcHBo/okLCUlBYCamhpKS0uxWCwkJycP+0OSIAiTk9Vqpa2tDa1Wi4+Pj2t5W1sbBw4cICcnh5KSEtfII71ePyrnValUrF+/nl/+8pcEBQUNuq1CoeDSSy/l0ksvBXqCS3q9nrKyMnbt2sX27ds5cODAqEyda2xs5Pbbb+ePf/wjr732GrNmzTrvPiUlJTz55JPnlBr/tmnTprF+/XrWr18/aabQCMJE5+vrywcffMCSJUuwWCyu5Rs2bCAoKIgf/vCHbmzdhRPBJEEQBA/S3d1NcXExALGxsQQGBrq5RcJE09jYSElJCXa7HblcTlxcHHFxcWNSdU0mk5GSkoJKpaK8vJyamho6OzuZPn36sHMxCYIwvjo7O9m3bx+5ubnU1dXR2dmJ2Wx2/etwOAgKCiI4OJiQkJA+peB7vw8MDMTpdGKz2bBardhsNtra2vjiiy/YunUrBw8exOFwAD2JoCMjI5HJZBQVFfU7RWyk/Pz8CAgIIDQ0lBUrVnDvvfeOOE+QQqEgPDyc8PBwFi1axBNPPEFnZyf79+/niy++4JNPPqGkpMS1vVqtJjAwkObm5iGPaDpw4ABz587lhz/8IU8//fQ504QlSaKkpIQXXniBt956y/Uz/LbY2Fjuv/9+Vq9eTVZW1qSYNiMIk82cOXP4v//7P77zne/0WX733Xej0+lYu3atm1p24cQ0Nw/mqcPZBEEYGw6Hg1OnTmEymfD19WXu3Lmi7LowZHa7nTNnzlBfXw/0fHBLT0/vMxpgLDU1NVFUVITD4cDb25v09HQCAgLOu5+41wkjJa6dkWlubuaXv/wlb7/9Nmaz2d3NOS+5XE5CQgJpaWmkpKQQHx9PXFwcsbGxxMXFER4ejlI5vs/Ha2traWxsJDQ0lOjoaORyOV1dXZSWllJRUYFKpcLHxwdvb2+qqqr4wx/+wI4dO/o9lq+vL/fddx/R0dGcOnWKY8eOuR4IDCQiIoInn3ySu+66S4xeFoQJ4oUXXmDDhg19limVSl599VXuvffeQff11PudCCZ5ME+9aARBGH0Oh4OCggL0ej0qlYo5c+aMWxBAmPja29spKCigs7MTmUxGfHw88fHx4z7drL29nby8PLq6upDJZMTFxREfHz9oUFTc64SREtfO8G3cuJH77ruP1tZWdzdlQGq1mmXLlrF69WpWrFhBWlrapAiYbN26lZ/85CeUlZWN+BgBAQE89thj/PjHP8bX13cUWycIwnh44oknePbZZ89Zfuedd/Liiy8O+BDOU+93YpqbIAiCmzkcDvLy8jAYDMjlcjIzM0UgSRgSp9NJVVUVFRUVSJKERqMhIyPDbdMjdTod8+fPp7S0lIaGBiorK2lubiY1NfW8eUsEQRgbkiRx4MABXnzxRT788EN3N8dFo9Ewb948MjMzmTZtGmlpaUybNo2EhIRJOU22Nzj2u9/9jmeffZbOzs4h7+vj48NPfvITNmzYIKa/C8IE9utf/5q2tjZ+//vf91n+1ltv8dlnn7FhwwbuuOOOCfN3LkYmeTBPjUAKgjB67HY7ubm5tLW1oVAoyMrKEh+6hfNyOBw0NDRQVVXlqtQWGhpKWlqaxyRebWpqorS01JW0NiwsjOTk5HPKVIt7nTBS4toZXGNjI2+99RZ/+ctfBhwNI5fLmTdvHmlpaeh0Onx9ffH19cXHxwe5XI7BYECv19PS0kJLS0uf/9tstgHPHRcXx+rVq7nmmmuYM2cORqORuro6GhoasNvtJCYmMn/+/Ekx4mgk6uvreeqpp3jzzTcHzbPk7+/PXXfdxYYNG4iIiBjHFgqCMFacTidPPPEEv/nNb/pdr9Vq+fGPf8xTTz3l6jN56v1OBJM8mKdeNIIgjA6r1Upubi4mkwmlUsmMGTOGlGNGmJokScJsNtPU1ERDQwPd3d1Az5SQ5ORkwsPDPS75qs1mo6KigtraWiRJQi6XEx0dTWxsrOtDpLjXCSMlrp1zSZLE7t27+cMf/sBHH300aMDn5ptv5oUXXiA2NnZE52lvb8doNKJQKFCpVKhUKjQaDSqVatxzGE1UeXl5/O53v+PUqVOukaVz585l9uzZREdHExMTI36WgjBJvfvuu9x9990D5q6bNWsW//rXv0hISPDY+514dxIEQXADq9XKqVOnMJvNqFQqZs6ciU6nc3ezBDdzOp10d3djsVjo6upy/dvV1UVnZ2efhKxeXl7ExsYSGRnpsYnaVSoVqampREREcObMGdra2qiurqampsY18mE0ym0LwlTndDrZuHEjv/nNbzh9+vSg2wYGBvLKK6/w/e9/f8Tnk8lk+Pn54efnN+JjCJCVlcVbb73l7mYIguAGt912G4sWLWL9+vVs27btnPWnTp1i/vz5bNq0yQ2tGxoRTBIEQRhndrudnJwczGYzGo2GmTNnikSaU5QkSXR0dGAwGGhtbcVoNA465UEulxMYGEh4eDihoaHjnmB7pHQ6HbNmzaK1tZWKigqMRqPrSZwYIC0IIydJElu3buXxxx8nLy9v0G3T0tK44447WL9+vRgFKwiC4AHi4+PZunUre/fu5dVXX2XTpk19+oF6vZ4VK1ag1Wrd2MqBiWCSIAjCOHI4HOTm5tLe3o5arWbWrFki2fYU0NXVRUdHB1arFavVis1mw2q10tbWds7IHLlcjpeXF97e3uf82zuaZyKSyWQEBQURFBTkGmnldDo9JseTIEw0hw8f5qc//Sl79uwZcBsvLy9uueUW7rnnHhYuXOhxU2EFQRCmOplMxrJly1i2bBl5eXmsXbuWoqIi13q73U5bW5v7GjgIEUwSBEEYJ06nk4KCAtra2lAqlWRnZ4tA0iRnNps5c+YMBoNhwG0UCgWBgYGuLx8fn0n/gc/Ly8uVVHKyv1ZBGE12u50tW7bw+uuv8/nnnw+4XWpqKv/v//0/fvCDH0yYqkCCIAhTXVZWFocOHeK73/0un376qbubc16jFkyy2WwcPXqUffv2uUoBWywWQkJCCA0NZc6cOSxdupTo6OjROqUgCMKEIUkSxcXF6PV65HI5WVlZIkfSJNfc3ExBQQFOpxOZTIavry9eXl6uRLUqlQqtVou/v7/H5jwSBMEz2O12/vd//5cXXniBurq6AbebMWMG//mf/8maNWsm7ChGQRCEqczf359PPvmEn//85zz//PPubs6gLjiYtGvXLv7yl7/w0UcfucoT95f/oPfJY0ZGBj/84Q9Zt24dISEhF3p6QRAEjydJEqWlpTQ0NCCTyZg+fbp4UjzJ1dXVUVJSgiRJBAYGkpaWJkahCYIwIsePH2f9+vUcPXp0wG3i4uL4r//6L7773e+KIJIgCMIEp1Ao+O1vf8uCBQt46KGHPKqC2zfJpBFmvty8eTOPP/44hYWFSJLkKms9f/58IiMjCQoKwtvbG4PBgMFgoKCggKNHj9LY2Aj0lDK+5557ePLJJwkNDR3VFzVZeGoJQEEQhk6SJM6cOUNNTQ0ymYyMjAzCw8Pd3SxhDNXX17vmukdGRpKWliY+3A1C3OuEkZqs147D4eDAgQNs2bKFzZs3U1hYOOC2gYGBPPHEEzzwwAOuqaOCIAjC5NHZ2UlERATt7e0ed78b0cikZcuWsX//fry9vbn55pu59dZbueqqq4Z0EysrK+O9997j3Xff5dVXX+Vvf/sbb7/9NmvWrBlJUwRBEDyWw+GgqKiIpqYmoKeSjggkTW56vZ7i4mIAYmNjSU5OFjmBBEEYEqPRyPPPP88bb7zhevg6kIsuuoj77ruPm2++WYx6FARBmMR8fHzw8/Ojvb3d3U05x4gelebl5fHkk09SU1PDu+++y5o1a4b8NCQ5OZknnniCvLw8duzYwdy5c8nJyRlJMwRBEDyWxWLh1KlTNDU1IZfLycjIICoqyt3NEsZQW1sb+fn5SJJEZGSkCCQJgjAkNpuN3//+96SkpPDss88OGkiaNm0ae/fu5dChQ9xxxx0ikCQIgiC4zYhGJlVWVo5K4tjly5ezfPlyj4yyCYIgjFRTUxPFxcXY7XaUSiWZmZkEBQW5u1nCGGpvbyc3Nxen00lISAhpaWkikCQIwnnt27ePu+++u08Z6P6EhYVx77338vOf/1xMZxMEQRA8woiCSaNdgUhUNBIEYTJwOByUlZVRW1sL9FRjyMjIwNvb280tE8ZSZ2cnOTk52O12AgICmD59usiRJAjCeb366qs8+OCD/RaugZ7KbNdddx3XXnst8+fPF+8rgiAIgkcZcTW3+vp6IiMjR3zihx9+mJdeemnE+wuCIHiS7u5u8vLyMJlMAMTHx5OQkCA6/5OEwynRabUDoJDLkMt6vowdnRw+cZrWji68vL3JSEhFJhO/c0EQBvfqq6/y4x//uN91a9as4b/+67/IzMwc51YJgiCMjCRJdNudWB1O5DIZyn/3lZySRHuXnY5uO+ZuOzovJWE6L7zVCnc3WRgFIw4mLV++nD179hAWFjbsfX/0ox/x1ltviWCSIAiTgtFoJD8/n+7ublQqFRkZGQQHB7u7WcIIVBs62X9GT2lTBxV6MxUtZmrbLHTZnEPYuwt2fIVKISM2yIfkUO2/v3xJDtOSGeWHRik6T4Iw1f3xj3/sN5A0Z84cXnzxRS655BI3tEoQBOH8uu0Ojpa3crKqlYqWTipazFS2mDGYrTiHUSM+yFdNUohvTz8prOff9Eg/ogPEaP6JZMTBpJKSEpYvX86uXbuGHFByOBz84Ac/4L333kOpHPGpBUEQPILT6aS2tpazZ8/idDrx9fUlKytLJESdQLpsDg6dbeGrkma+KmnmbLP5go9pc0icbTZzttnMl3ydSNdXreDSaWFcmRnOpWlh+PuoLvhcgiBMLJs3b2b9+vXnLH/qqad46qmnUChEwFkQBM9SoTe7+kkHy1qw2BwXfEyD2YrBbOVYZWuf5ekROq6cHs4V0yPIivYT+Sc93IgjOnPmzOHEiRNcfvnl7Ny5k5CQkEG3t1qtrF27ls2bN6NSqXjnnXdGempBEAS3a21tpbS0FLO5J/gQEhJCRkaGCJRPAB3ddrbl1vNFQSN7S5uHOOrowpmtDrbm1rM1tx6FXMbc+EAuSw/jsvQwUsO0osMkCJPcyZMnue22287JkfTrX/+aJ554wk2tEgRBOFdujZGtufV8UdAwKg/ahqqooZ2ihnZe2XmGMJ2G5dPCWJ4expLUELQa0cf2NCP+jWzfvp0VK1Zw8uRJV0BpoGpFFouFNWvWsH37dry8vNi0aRMrV64ccaMFQRDcpauri7KyMpqamgBQqVQkJiYSFRUlggEerrLFzN8OVLLxWDUd3fZRP75MBgPk0T2HwylxpNzAkXIDv9lWRHSAN8vSQrksPYxL0kJRK0XeJUGYTGpra7nmmmtcDyB6/eIXvxCBJEEQPILN4WRbXgNv7S/nZFXbqB9fIZfhGMZcuKb2bt4/Vs37x6pRKWTMTwjikrRQrs6KID7Yd9TbJwzfiINJAQEBbN++ncsuu4zTp09z+eWXs2PHDgIDA/ts197ezqpVq9i/fz9arZZPPvmESy+99ELbLQiCMK6cTic1NTVUVFTgcDiQyWRERUWRmJiISiWmK3mqLpuDz/Mb2Hismv1nWoa0T6CPiouTgkkO1ZIQ4kt8sA8B3ipMBj0VFeU4nBI6P3+SklPw89Wg1SjxVStxShItZis1rRbONndQ1mymrLmDsuYOyvXmQQNNtW0W3j1SxbtHqgjyVXPD7GhunhfLtAhR7VQQJrquri6uu+466urq+ixft24dTz/9tJtaJQiC0ONMUwcbj1Xz4Yka9B3W824vk0F2tD8zYvxJCPYlIdiXCH8vtBolaqUcpyThdILd2ZOMW+elROulRKNU0NFtp8HYRWXLv/tITT3/ljS2Y+oa+EGfzSFxoKyFA2UtPLetiIuTgrh5XiwrsyJFMm83kkkD1SMdIoPBwPLly8nNzWXu3Lls374df39/17orr7ySEydOEBAQwLZt27joootGpeFTQUxMDLW1tURHR1NTU+Pu5gjClGU0GikpKaGjowPoCaanpqai1Wrd3DJhIPl1RjYereajU3UYLbZBt5XLYE5cIMvSQrkkLZSsaH8U8q9HmUmSREVFBRUVFQBERkaSlpY2rEp9ze3d7Cxq5PP8Rvaf0dNtH9rUutlxAXzvoniuyY7ESzU5O0viXieM1ES5du677z7++Mc/9lm2bNkyvvjiCzQajZtaJQjCVGbutrM1t573j1Zz/Ft5i/oTotWwLC2ES9JCWZoaSpCvelTb43BKnKxq5YuCRr7Ib6CipXNI++k0Sm6cE833Lo4nLXzyPoDz1PvdBQeTAFpaWli+fDl5eXnMnz+fL7/8ErPZzBVXXEFBQQGhoaF88cUXzJw5czTaPGV46kUjCFOBJEkYjUbq6+tpbGxEkiRUKhXJyclERESIKW0eyNRl45NTdbx/tJrcWuOg28pkcNm0MFbNiOSy9DACB+gUOZ1OSktLXSMKEhISSEhIuKDfv8Xq4ECZnp1FTewqaqLO2HXeffy9VXxnbgzfuyiOpNDJFcQU9zphpCbCtfPZZ5+dk9ohNTWVgwcPiqqfgiCMK0mSOF1j5P2jVXxyqg6zdfBE2pH+Xlw/O5qrMiPIjvZHLh+/vu/Z5g52FjWxs6iJI+UG7EOYHrcgIYjvXRzH1VkRk656rqfe70YlmATQ3NzM8uXLKSwsZN68eRgMBsrKyoiOjmb79u1MmzZtNE4zpXjqRSMIk5nFYqGhoYHGxkYsFotreUREBMnJyajVo/skRrgwkiRxrLKV945UszW37rzJtP28lKydF8vtCxOICx686l53dzdFRUUYDAZkMhmpqalER0ePZvORJInSpg52FzfxRX7jOVVN+pMU4sv8hCDmJQSyIDGIuCCfCR3cnEr3OpvNxtGjR9m3bx+VlZU0NzdjsVgICQkhNDSUOXPmsHTp0lG/ziYrT792bDYbM2fOpLCw0LXMx8eHo0ePMn36dDe2TBCEqaSt08q/Ttby/tFqihraz7v9vPhA7licwFWZEagU7s/h2NFtZ/8ZPbuLm9iW10Bb5+Ajzn3UCubEBTI/IYj5iYHMig3ARz2xk3d76v1u1H6qoaGh7Nq1i0svvZSjR48CkJSUxI4dO4iPjx+t0wiCIIw6SZIwGAxUV1fT2vr1h3mFQkFoaChRUVGu6buCZ+i02nnvSDV/P1w5pCoji5KDuWV+LFdlRgxpupher6e4uBir1YpcLmf69OmEhoaORtP7kMlkpIXrSAvXcc+yZM42d/DP4zX883gNTe3d/e5zVm/mrN7M+8eqAQjVaZifEMi8+CAuSw8jIUQkpfQ0u3bt4i9/+QsfffQRXV09I9H6e5bXGxTMyMjghz/8IevWrTtvtVzBc/3pT3/qE0gC+J//+R8RSBIEYVzk1hj5896zfJbfgPU80+tDtGpunBPDzfNiSAnzrOliWo2SqzIjuCozgl9dl8n2gibeP1bN3tLmfvNRdlod7DujZ98ZPQBKuYzMaH/mxwdycVIwS9NCJt3IJXcZ8cikt99+u9/l9fX1PPnkk8hkMn71q18N+nRt3bp1Izn1lOGpEUhBmCwcDgdNTU1UV1e7KuzIZDICAwMJDw8nJCQEpXJiP8mYbExdNv5+qJI39pbTYh48SWSEnxdr58Wwdm7seUch9TKbzZSVldHS0pOsW6vVkpGRMe75sewOJ9sLm3jncCV7S/XD2jc7xp9rs6O4blYU4X5eY9TC0TOZ73WbN2/m8ccfp7CwEEmSUCqVzJgxg/nz5xMZGUlQUBDe3t4YDAYMBgMFBQUcPXqUxsZGANRqNffccw9PPvnkmAQzJzpPvnba2tpISUlxvZcAzJkzh6NHjw4r35ogCMJw9I7Yfm3XGXYXNw+6rVwGl04L4+Z5sazICPOIUUjDUW3o5L2jVbx/tHpIicN76bx6glNrZkWxKDmkT55MT+Wp97sRB5PkcvkFDauXyWTY7aNfmnky8dSLRhAmMqfTSVtbG3q9nubmZqzWnpuPQqEgKiqKmJgYvLw8/wP4VFOhN/PXAxV8cKx60Dn+SrmMyzPCuWV+LMvSQofcQbDZbFRWVlJTU4MkSchkMmJjY0lISEChcO/Tqwq9mX8cqeKDY9W0nmdo9zfJZbA4JYTrZ0VzdVYEvhrPDIxO1nvdsmXL2L9/P97e3lx77bXceuutXHXVVUN6fykrK+O9997j3XffpaCgAJ1Ox9tvv82aNWvGoeUThydfO48++ii/+93v+iz76quvWLZsmZtaJAjCZGZzOPk0t54395VzumbwvJGxQd7cPDeWtfNiifCf+H1eq93JFwUN/P1QJYfOGoa1b5hOw5pZUdwwO4aMSJ3Hpg3w1PvdiINJF5qAFKC8vPyC9p/sPPWiEYSJxm63YzAY0Ov1tLS09AlkazQaYmJiiIyMRKVSubGVwrdJksTBsy28ua+CHUWN/Q5l7pUU4sst82O5cU4MobqhV0eyWq3U19dTXV2NzdYTqAkODiY5ORlfX8+aLmZ3OCmsb+dIhYGj5QaOVRqG/CROrZQzJy6Ai5OCuTgpmFmxAR5THW6y3uuCgoJ48MEHeeihhwgICBjxcXbt2sUzzzzD8uXLefLJJ0evgZOAp147ZWVlZGRkuN5TAG688UY2bdrkxlYJgjAZtZqt/ONIFW8frKDR1P/0eAC1Qs5VWRHcOj+WhUnB45pMezzpO7o5VmHgSHkrxysN5NWZcAwheTdATKC3q590UWIQsUFDG9U+Hjz1fjdqCbiF0eepF40gTAS9eZAaGxvR6/U4HF+PZlGr1YSEhBASEkJgYKCYcuBhuu0OPjlVx5v7KyisNw267WXpYdy7LIkFiUHDesBhNpuprq6msbERp7Mnj4Cvry/JyckTpsKSJElUtHRy9N/BpZ1FTeed+tdLpZAxLUJHVpQ/WdH+XJQYREqY1i1P5Cbrva69vR2dbvTyToz28SYDT712brnlFjZu3Oj6XqVSUVBQQEpKihtbJQjCZHKmqZ0391fw4YmaQYuPhGjV3LUkiVvnxw5YuXYyM3fbOVXdxtEKA/vP6Dlacf5CJ71CdRpmRPuTFeVHdkwAi1KC3ZbI21PvdyP+aWzatImrr77a457cCoIgNDU1UVFR4cqDBODl5UVoaCghISH4+fmJAJIH6rY72Hi0mld3nRn06ZpcBiuzIll/aTJZ0cNLjG40Gqmurkav17sSIOt0OmJiYggLC5tQ14VMJiMxxJfEEF9unheL3eHkQFkLH5+q47O8+kGnA9ocEnm1JvJqTXC0J5F3cqgv186M4uZ5sUQFeI/Xy5i0dDod9fX1REZGjvgYDz/8MC+99JLreILnO3z4cJ9AEsCPf/xjEUgSBGFUlDS289KXJWzLaxh0u+gAb364JJHvLojDW+0ZI5HdwVejZHFKCItTQnjo8jTqjRa2nK7no1O15NcN/sCyub2bnUVN7CxqAsBLJefStDDWzovh0mlhEyLX0li7oJxJarWaZcuWsXr1aq655hqSk5NHu31TmqdGIAXBU1mtVkpLS2lq6nnTVyqVhIeHEx4ejp+fn8fOg57qbA4nm47X8L87z1DbZhlwO52XktsWxLFuYTwxgUMfeuxwOGhubqa2thaT6euOQ0hICLGxsfj7+0+6a8NidfBlYSMfnazlq5LmIQ/xhp5g3fJpYdy2II5Lp4WiHOOEnJP5Xpeens6ePXsICwsb9r4/+tGPeOutt/qMqhT68rRrR5IkLrnkEvbu3etaFhAQQFlZGUFBQW5smSAIE93Z5g5e3l7K5py6Qaf9z08I5K4liVyeET7m9++JrqSxnY9O1vLxqbpB+5/9ifT34uZ5sdwyf3wewHna/a7XiINJTz75JFu3buXUqVM9B5LJSEtL49prr2X16tUsWbLE7UlLJzpPvWgE95AkCbPZjMFgoLW1FYvFglKpRKPRoNPpCA4ORqt1zzQVT9Da2kphYSHd3d3IZDLi4uKIi4sT1dg8WJfNwaYTNbz+VRnVhoFv4gnBPty5OJHvzI0ZchLprq4ujEYjBoOB5uZm1wdyuVxOWFgYcXFxU2ZkrdFi41iFgUNnWzh4toX8OtOgHdFvivDz4odLEli3MGHMcixN5nudXC4nIyODXbt2DTmg5HA4+MEPfsB7772HUql0FQkQzuVp184nn3xyTpL0F154gf/4j/9wU4sEQZjoihva+cPuM3xyuo6Bngsp5TKuyY7kh0sSyY4JGNf2TQZOp0RpU0dPP6mshcPlLUMueCKX9aRceOjytGGPlh8OT7vf9brgnEl1dXVs3ryZLVu2sGvXLjo7O5HJZPj7+3P11VezevVqVq5cKZ7IjICnXjTC+HE6na4PwwaD4bwfKnQ6HYmJiRMm58tocDqdVFZWUllZiSRJ+Pj4kJGRgZ+fn7ubJgzA2Gnj74cr+euBCprbB57OdlFiEHcvTeKy9LB+E0XabDba2tro6OjAZrNhs9no6uqiq6vrnL8VLy8vIiMjiYqKQq2eejkDvsnUZSOv1kh+rYncWiNHyg00mLoG3SfS34vHrk5nzayoUQ9YT+Z73bx58zhx4gRZWVns3LmTkJCQQbe3Wq2sXbuWzZs3o1KpeOedd/jOd74zTq2deDzp2rFarcycOZOioiLXsvj4eIqKikSFUEEQhkWSJA6XG/jznrPs+PcUq/74eSn5wcJ4fnBxwqSoyuYpnE6Js3oz+XVG8mqNnK4xcryy9byjvK+fFcXPVmaMye/Ck+533zSqCbi7u7vZsWMHmzdvZtu2bVRVVSGTyZDL5SxcuJBrrrmG1atXk5mZOVqnnNQ89aIRxp7FYqG+vp6Ghga6u7/+sK1QKAgICCAwMBCtVovD4cBisdDW1obBYHAlEo6IiCAlJWXSVyfr7u6msLCQ1taeZHqRkZGkpKSI0UjjqPcadDqdaDQaNJqBK6k1mrr4x+Eq3txXTnu3fcDtFiQE8ciVaVyc1H9QtKOjg5qamj7Js79NJpOh1Wrx9/cnLCxMTHMchNMpcbK6jU0navj4ZO2guZbmJwTyq+syyYwavadvk/le19bWxooVKzh58iTZ2dns3LlzwIdrFouFNWvWsH37dry8vNi0aRMrV64c5xZPLJ507TzzzDM89dRTfZa98847fPe733VTiwRBmGgcTol9Z/S8tusMR8oHLnGv0yj54ZJE7lqaiJ/X5O7re4pWs5VP8+p5/2g1OTXGAbfzUSv4f5elcNeSRDTK0RvR7Un3u28a02puOTk5rlFLR48exel0uqaf9E6HW758+ZR/SjwQT71ohLHR2dlJc3Mzer2+T14XlUpFeHg4wcHB+Pv7Dzh91Gq1UllZSW1tLZIk4eXlxfTp0/H3H7shl+5kMpnIy8uju7sbhUJBWloaERER7m7WlNHZ2UldXR0NDQ2u8td2p4TJocau8qFbpqFLUmK0SjSausmvM1HUMPj0qtlxATxyRRpLUkL6BH4kSXJNW6uvr6etrc21ztfXFz8/PzQaDSqVCrVajbe3N97e3iKoOALmbjtbcur4x5FqTle39buNXAbfvSiOR6+cRoDPhd+/J/u9rrW1lcsuu4zTp08za9YsduzYQWBgYJ9t2tvbWbVqFfv370er1fLJJ59w6aWXuqfBE4inXDuFhYXMmjWrz4jIuXPncuTIkQmV1F8QhLElSRItZit1bRb0Hd3o263ozT3/ntV3cLq6bdDpVT5qBXcsSuCeZUmjcv8VRiav1sh7R6v46GQdHQM8HE0M8eWpa6azPH34ORP74yn3u28b02DSN7W0tLBlyxa2bNnCl19+iclkQiaT4evr2+eDs/A1T71ohNHjdDppaGigtraWjo4O13KZTEZgYCCRkZGEhIQMqzNqNBopLCzEYrH0VHtKTCQuLm7SjMqQJImGhgZKSkpwOp34+PiQlZU15Pw3DoeD9vZ2TCYT3d3d2Gw2ZDKZK++Ut7eoYjUQu91OS0sLDQ0NGAwGJEmitM3JiSaJ/BY79R1OHCO4o1yUEMBdC2OYEaZ2/U7sdnufqWvf/JAmk8kICQkhJiZmUibP9hQnq1p5/rNiDp5t6Xd9gI+Kh1akcuuCuAvKpzQV7nUGg4Hly5eTm5vL3Llz2b59uyvQbzAYuPLKKzlx4gQBAQFs27aNiy66yM0tnhg84dpxOp0sW7aM/fv3u5YpFAqOHDnCnDlz3NImQRA8R6vZypbcenYUNp43WDQQf28VdyxK4I5FCQT6iiCSpzB32/nbwQr+sLuM9q7+g0or0sPYcPU00iMuLP2GJ9zv+jNuwaRvstvt7Nmzh82bN/Ppp59SXFw83k2YEDz1ohEunCRJ6PV6ysrKsFh6Eg/3BpBCQkIICQkZdLrQ+djtdkpKSmhsbAQgKCiIjIyMCT8KsLu7m5KSEvR6PdBTjSsjI2PAESiSJGGxWDCZTK6vjo4OBnvb8/X1xd/fH29vb3x8fPDx8cHLy2vUny5LkuRKCq1QKDw2IOJwOGhpaaG5uZmWlhYcDgdOSeJUs5PPKiVKDSNLDiwDFkQouDpRRYLf+X+2crkcX19fgoODiYyMFDlIxokkSWwvbOLpLfkDJkkP02m4e2kSa+fFjOhJ6VS517W0tLB8+XLy8vKYP38+X375JWazmSuuuIKCggJCQ0P54osvmDlzprubOmF4wrXzhz/8gfvvv7/Psg0bNvD888+7pT2CIHiGRlMXf95zlncOV2GxjawqZ3SAN/cs67m/+qjFaGtP1dLRzQtfFPPe0eoBR+BfOT2cHy1NYn5C4Ij6/J5wv+uPW4JJwtB46kUjXJiuri6KiopceX7UajVxcXGEh4eParBHkiTq6+spLS3F6XSiVquJj48nMjJywlVatNlsNDQ0UFlZic1mQy6Xk5CQ0O+IK7vd7pouaDQaXVOwvkmtVuPv74+Pjw9KpRKn00lraytGo7HfQJNcLsfHxwc/Pz/8/f3x9/fHy8trWDcDu92O0WiktbWV1tZWzGaz61wymQxvb28CAwMJCAjA39//goKJF8LpdGI2m2lra6OtrY3W1lZX0KvbIZFjULCt3EZ568CJswfjo5KzKM6X69N9ifKVuUYfKRQKvL298fLyQq1Wo1QqUalUroqFvr6+E+66nUy6bA7+vOcsr+0+Q5et/zxVaqWcK6aHszIrgmVpoUPO4zCV7nXNzc0sX76cwsJC5s2bh8FgoKysjOjoaLZv3860adPc3cQJxd3XTk1NDdOnT6e9vd21LCkpidzcXHx8fMa9PYIguF9JYztvH6xg49EarI7+75fnkxXtxy3z47h5Xsyo5t0RxlZOTRu//CSfk1VtA26THOrLdTOjuTIznGnhun4LzPTH3fe7gYhgkgfz1ItGGLnW1lYKCgqwWq3I5XJiY2PHvHx9R0cHBQUFmM1mADQaDXFxceMaVHI6nTQ1NaHX6+no6HBNWZLL5ajVarRaLTqdDq1Wi1wup7u7G4vFgsVioaOjA7PZ7Eq0rNVqycjIQKvV9jmHzWajtraWmpqaPgEkuVyOTqfDz8/P9aXRaPoNBFmtVtra2jCbzXR2dtLZ2YnFYnEFU75JrVaj0+nw9fVFq9X2GcHkcDjo6upyHcdkMg0YqBqIl5cX/v7++Pn5uc4zmteJzWbDbDZjsVhcr7P3328mte52SJR3KDjRImd/pZnOQZIz99J5KQnVagjWqgnRagjRaogP9iE7JoDsGP8xKzEvjL3aNgvPbi1ka279oNvJZJASqmVWbACZUX6kReiYFq4jWHtukHSq3euam5u59NJLKSwsBHqCDzt27CA+Pt7NLZt43HntSJLEmjVr2Lx5c5/l27dvZ8WKFePaFkEQ3EeSJCpbOtle2MiHJ2opqD9/+haVQkawb99+UpifhumRfsyKDSA2SASjJyqnU+LDk7X8ZlsR+o7BH7z6eSmZGRvAzJgApkXomBahIyHYF7Xy3BH7ntpXGvVg0ueff85nn33G2bNnB51OIpPJ2LFjx2ieetLx1ItGGD5JkqitreXMmTNIkoROp2P69Onj9uTS4XBQX19PVVWVqzqcWq0mJiaGmJiYMQsq9Y6OqqyspKtr8NLj5+Pr60tMTAwRERF9ppxZLBZqamqor693BX28vb0JDw8nKCgIrVZ7Qa+vN/lzR0cHRqMRo9FIe3v7sAJDvby8vAgKCiIwMBA/Pz9UKhWSJGG32+no6KC1tdUVzPr28XurkwUEBKDT6ZDL5UiS5NpOpVLh7e2NRqNxLZfL5cjlcpxOJxaLBaPR6ApsdXZ2YnNKmLoljFYJUzeYrBImq0S7TYbFqaDVKqO42YLtPImQ4oJ8uGlODEtSg0kN14nKIlPAkXID/7OjhP1n+s+nNJBgXzVp4TrSwrWkReiIDvBm7SWz0DfWT8p73dtvv93v8vr6ep588klkMhm/+tWviI6OHvAY69atG6vmTXju7Cd98MEH3HzzzX2W3Xnnnbz55pvj2g5BEMaOJEkYLTb0Hd00t1tp7uhG397dkzy7oxt9h5XihnZq2/qfBt5LIZdxdWYEV2VFMDPGn5hAHxRDHJEiTEztXTbe2l/BG/vKMVqGnidLKZeRFOr7775ST39Jo1Sw9pJZtDR5Xl9p1IJJJpOJ66+/nq+++mpIH7JkMlm/T/uFr4lg0uTgcDgoKSmhoaEBgPDwcKZNm+aWKTsOh4OGhgaqqqpcwR0vLy+Sk5MJDQ0d1bw9NpuN4uJimpubgZ7gVVRUFAEBAa6RQb0jeDo6Omhvb3eNnlKr1Xh5eeHt7Y2vry86na7PtDJJkjCZTNTU1NDc3Ox6z9FqtcTGxhIWFjamFXQcDgcdHR2ur94RPt9MEq1Wq/H19cXHxwetVktgYOCQk3vb7XZXjiej0YjZbHYFAYdLoVDgdDrRdzo4a3RSYXJS1yFR1+Gk2SJxITeA1DAtDyxP4ZrsSJQKUbFoKjpeaeCvByr5PK9hxMP5a167HUdHy6S818nl8gt6X5XJZNjt/Sf1FNzXTzIYDGRkZNDU1ORaFhYWRmFhIUFBQePWDkEQRk+XzUF+nZFT1UaK6k2cae7gTFPHgImVh0KtkHPT3BjWX5JMXLAYbTQVtXfZeO9INe8eqeKs3jzi43hqX2nU5kw89thj7N69m6CgIO655x5mz5496h9OBWGisdls5OXl0dbWhkwmIzk5mZiYGLf9XSgUCqKjo4mMjKSxsZGKigq6urrIz88nMDCQlJSUc6aPjUR7ezv5+flYLBbkcjmJiYlER0f3G0DTarWEhISc95iSJNHe3o5er6epqYnOzk7XuqCgIGJjYwkMHFlSu+FSKBSu3Enf5HA4cDqdKBSKCwpmKZVKgoKC+nwo6erqco2M6q38J5PJXK+3u7ubrq4u1xS11i4nxxsdFBi6OdvmwDiyPNnnkMtgcUoI37soniunhw95rrcwOc2ND2JufBAGs5VPc+v5oqCRQ2UtIw4sTTaTqZKm8LUNGzb0CSQB/O///q8IJAnCBGJ3ODlcbuDLgkaOV7ZSWG/C7hydCTvhfhqunx3NnYsSifAXBUOmMp2XiruXJfGjpYkcrWhlW149X+Q3nnc020QxaiOTwsPDaWtr48SJE2RmZo7GIac8MTJpYuvu7iYnJ4eOjg6USiWZmZke19F0OBxUVVVRVVWF0+lEJpMRGxtLYmLiiIIh30767eXlxfTp088JugzWnt4pWFarFYfDgcPhcOVO+uYTeoVCQWhoKLGxsaMSAJvoJEmitLGdPSVNfJbfyPGqtgErSgyXQi4jO8af1TMiuW5mFGF+omMkDKzL5qCg3sTp6jZya4wUN7ZzpqmDbnv/ASZPfdomeD539JN27NjB5Zdf3mfZtddey8cffywCh4Lg4Tq67RwtN7C9sJHP8hpoMY/SkzYgRKvh0mmh3DA7mouTgsU0NmFQ9UYLp6raOFXdRmFDO6WN7dQbB04J4ql9pVEbmWQ2m5k2bZoIJAkCPXl8Tp8+jcViQa1Wk52djU6nc3ezzqFQKEhMTCQiIoKysjKam5upqqpyDeEfTpDGZrNRUlLielobHBxMRkYGKtX58+d0dXVRVVVFQ0PDoNNfFQoFgYGBhIaGEhISMqaJyz2dJEmUNXdwuNzAwbIWDp01nDfR30B6E0GG6NSE/jsRZIiu59/EEB/mJwShE3mQhCHyUimYExfInLhA1zKHU6LK0ElJYzslDe2UNHVQ0tBOm8VKvVyGmPQuTATNzc3n5LDS6XT8/ve/F4EkQfBA7V02TlS1cehsCwfLWsitNeIY4egjPy+lq2/U01fqSZ4d7ufF7LgAUsK04n1AGLJIf28iZ3izckaka5nRYqO0sZ2Sxo6e/lJjOxV6MzKZjHqFZ/aVRu2TWHp6OkajcbQOJwgTVkdHB6dPn8ZqteLt7U12drbHlwj29vYmKyuL5uZmiouL6ejo4Pjx4yQlJZ13Wp7ZbKauro6GhgbsdjsymYzExMQhTe+wWCyuIFLv9CyNRoOfn5+rPLxcLkej0aDT6fDx8RnTXEiezO5wUlBv4ki5gaMVBo5WtGIY5hM1f28VM2MDmB7pR2qYltRwLXFBPvh7q0QHSBhTCrmMxBBfEkN8uSozos+6mN9rqD1/8ZsJadOmTVx11VVi9OQk4HQ6+cEPfkBdXV2f5b/5zW+IiYlxU6sEQfgmfUc3xyoMHP53X6mgzsRwYkcyGaSF6ciO8WdahI7kMC0poVpCdRpRiVYYc/7eKuYlBDEv4dyZLDGvaqj1wFDLqAWTHnjgAe666y52797NpZdeOlqHFYQJpa2tjdzcXOx2O1qtluzsbDSac0the6rQ0FD8/PwoLi6mpaWFM2fO0NLSQnp6Ol5eX09tcjgc6PV66urqaGtrcy339fUlPT0dPz+/Ac/Rm/uotraWxsZGV/LsgIAA4uPjxy3v0UTgcEp8VdLEPw5Xc7BMj9k6vGcSOo2SK6aHszQthJkxASSG+IqfrSCMo7Vr16JWq1m2bBnXXHMNq1evJjk52d3NEkbgueee4/PPP++zbMWKFdx3331uapEgCACNpi7+cbiKLTl1lDUPP8HxjGh/rsoMZ058INkxAWg1U3fUuyAM16j9tdx5552cOnWKG2+8kf/8z//kzjvvFE/ihCmlpaWF/Px8HA4H/v7+zJgxY0hTvDyNRqNhxowZ1NfXc+bMGVpbWzly5IgryNPW1kZbWxsOh8NVej4wMJCoqCiCgoJQKBSYTCbsdrsrD5MkSVgsFtrb22ltbe1T9SwoKIj4+HgCAgLc96I9jMFsZeOxat45XEm1YXgJ+iL9vViUHMLKrAiWpoWgUYonaYLgLk888QRbt25l+/btbN++nYcffpi0tDSuvfZaVq9ezZIlS9xS2VMYnt27d/PUU0/1WRYREcE777wzZUfLCoI7SZLEobMG/u9QBZ/nNw5r6ppKIWNWbACXTgvjmuxI4oN9x7ClgjC5jVoCbuhJOHzbbbfx8ccfAz2jHAaa3iOTySgrKxutU09KIgH3xNHQ0EBRURGSJBEcHExmZuak+IDQ2dlJYWEh9fX1tLe309X1dWI4hUKBTqdDq9UOO3eRXC4nNDSUmJiYQUcxTSV2h5P9ZS1sPFrNlwWNQ66GFeHnxYLEIBYmB7MwKZj4YB8x+kiYUKbCva6uro7NmzezZcsWdu3aRWdnJzKZDH9/f66++mpWr17NypUrPa5Ig6cbj2tHr9eTnZ1NfX29a5lcLmfnzp1ccsklY3JOQRD612DsYtOJGj44Vk1FS+f5d6AneJQdE8DFSUEsTAphbnwg3uqJ30cXphZP7SuN2sikxsZGLr/8cgoKClzTVr5dNvWbxIcdYbKoqamhtLQU6KlqmJ6ePimeVHZ3d6PX67FarSiVSnx8fPDy8sLX15eAgAB8fHxwOp3Y7XZX1TWHw4EkSSgUCtdX7/vBN/f18/ObFMG2C+VwSuw/o2dbXj2f5zcOKQdSUogv8xOCWJDY8xUT6C3eTwXBw0VFRXHvvfdy77330t3dzY4dO9i8eTPbtm3jvffe4/3330cul7Nw4ULXdDhR0MT9JEnirrvu6hNIAnj66adFIEkQxkmDsYutufVsy63nWGXrebf3USuYGx/I/IQg5icEMTsuQOQ7EoQxMmrBpMcee4z8/HxSUlLYsGEDs2bNIjQ0VHzIESYtSZKoqKigoqIC6IkYp6SkTOhr3ul00tLSQkNDAy0tLa5AkFarJS0tjaioqD65k4SRaeno5q39FfzzeA0NpoHLgPaaHunHDxbGc3lGOKG6iZODSxCEc2k0GlatWsWqVasAyMnJcY1aOnDgAPv27ePxxx8nLi7ONR1u+fLlqNVqN7d86nn33Xf55JNP+iy78sorefzxx93UIkGYGiRJYndxM387WMGekubzJtH2Vim4fnY0a+fFkB3tj1Ix8R/qCsJEMGrT3CIiIjCZTJw5c4aoqKjROOSU56nD2YR/l2UvK6O6uhqAxMRE4uPjJ2QgyeFwYDAY0Ov1tLS0YLPZXOv8/PyIjIwkPDxcjCQaBaYuG3/ZW84be8+eN5m2WilnVVYEP1iYwJy4gAl5bQnCUIh73ddaWlrYsmULW7Zs4csvv8RkMiGTyfD19cVkmqQl7y7AWF47nZ2dTJs2rc9xw8LCyMnJITw8fFTPJQjC1w6fbeG/Py8e0iik5FBfvn9xPDfOicHfe+LlKRWEofLUvtKojUwym82kp6eLQJIw6TmdTkpLS13lgVNSUoiNjXVzq4ZHkiRMJhMNDQ00Nzf3CSBpNBrCw8OJiIjA11ckJRwNVruTdw5X8sqOUlo7bYNuOyPan+/MjeH6WdH4+4iOkSBMJcHBwdx+++3cfvvt2O12vvrqK7Zs2cKnn37q7qZNOa+88so5HfbXX39dBJIEYYyUNLbz3KeF7CpuHnQ7nUbJyhkR3DI/ljlxogKwILjTqAWTZsyYQW1t7WgdThA8ks1mo6CgAIPBgEwmY9q0aURGRrq7WUMiSRJmsxm9Xk9jYyOdnV8nLtRoNISGhhISEoK/v/+kyPnkCZxOiS8KGvntZ0WU6wcuVzsj2p9rZ0ayMiuS2KD+ixYIgjC1KJVKVqxYwYoVK3jppZfc3Zwppaur65yf+WWXXcb111/vngYJwiTWZOri5R2lvHekasDpbFqNkquzIlg9I5JFKcGiUq0geIhRCyZt2LCBm266iY0bN3LzzTeP1mEFwSNIkoTBYKC0tBSLxYJCoSA9PZ2wsDB3N21QNpuN1tZWDAYDBoOB7u5u1zqFQkFISAgREREEBASIANIoajVb+bKgkTf2lVPc2N7vNjIZ3DA7mnuWJZEeISraCcJU8vnnn/PZZ59x9uxZOjo6GCjjgEwmY8eOHePcOuHtt98+p4jM888/L0ZACMIocTolcmqNbDxWzT+P12C191/BNibQmwcvS+WamZH4qEftY6sgCKNk1P4qb7jhBl555RV+9KMfcfjwYX74wx+SnJwskvUKHkOSJKxWK3a7HafT2afz3vt/SZKQJAmn04nD4cDpdGK1Wmlubnblq/Dy8iIrKwudTueW13E+ZrOZ5uZmDAYDJpOpz+tUKBQEBAQQGhpKaGgoSqW4MY+GpvYuCuvbya1pY3dxMyeqWgdNFnnl9HAevWoaaeGeeQ0JgjA2TCYT119/PV999dWAAaRvEsGL8edwOHjhhRf6LLviiiuYO3eum1okCBOf1e7kTFMHBfUmDp9tYVdxE/qOgSvYhmg1PLgihVvnx6FWioedguCpRu2T5DeT87788su8/PLLg24vk8mw2+2jdXpB6Jfdbkev19Pa2kpbWxtdXeevnDUQuVxOdHQ0CQkJHheE6a3CVltbS2tr34SFvr6+BAUFERQUhL+/v0ikfQEkSaK2zcLpaiO5tUYK6k0U1JnQd3Sff2dgVmwAv1idwbyEoDFuqSAInuixxx5j9+7dBAUFcc899zB79mxR+dbDbNmyhdLS0j7LfvrTn7qpNYIw8XTZHOTXGTlVbaSgzkRBvYkzTe3YHOcPoHup5NyzLJl7lyXhq/GsvrYgCOcatb/S4RaFG6UicoLQr87OTqqqqmhqasLh+LpqlkwmQ6lUuqZ09Xbgv/mvTCZDLpe7vpRKJX5+foSHh6PReFZZ9u7uburr66mrq3NNYZPJZAQFBRESEkJQUJAYHThCTqdEdWsnhfUmCurbya81crqmbdAnaQNJDdPy4IpUrsmOFB8aBWEK+/DDD1GpVHz11VdkZma6uzlCP15//fU+38+ePZsVK1a4qTWC4Nk6uu0UN5j+HTRqJ6emjeKGduyDDc/uh1oh56a5MfxkRSoR/qLfKggTxagFk5zO/ue6CsJ46u7upry8nIaGBlfA0tfXl+DgYAIDAyf0yBxJkmhvb6e1tZXOzk46Oztpb293vU61Wk1kZCSRkZF4e3u7ubUTi9Xu5GRVK/l1Jkoa2ylubKekoR2z1XH+nQfgpZKzJCWUm+fFcHlGOHK5CCIJwlRnNpuZNm2aCCR5qPLycj7//PM+y3784x+LhwCCANS1WThaYejpJzV0UNxootpguaBjJof6cnVWBOsWJhDuJ4JIgjDRiPGDwqQgSRL19fWUlZW5pk8GBwcTFxeHv7//hO0I2u12V/LslpYWrNZzR8X4+/sTFRVFaGjohA2UuYPN4eSzvAY+PlXLgbIWOi8gcATgrVKQHqljRrQ/y6eFsTA5GC+V+H0IgvC19PR0jEaju5shDODPf/5zn5Hz/v7+3HLLLW5skSC4V2WLmX8cqWJHYRNnmjou+Hgxgd5kRPpxUWIQl2eEkxDiOwqtFATBXUYcTNq0aRNXXXUVWq12NNsjCMNmsVgoLCx0ddB1Oh2pqan4+/u7uWXD53Q6aWtrc331l0A7MDAQnU6Hj48PWq0WHx9RSn44mtu7efdIFe8crqTRNLRcR98W4KMiOyaAGdF+ZET6MT3Sj/hgXxRi9JEgCIN44IEHuOuuu9i9ezeXXnqpu5sjfIPD4eBvf/tbn2W33367uMcKU47TKbH3jJ6/HahgV3ETI8lMIpdBWnjPA7bMqJ6+UnqkH/7eqtFvsCAIbjPiYNLatWtRq9UsW7aMa665htWrV5OcnDyabROE89Lr9RQWFmK321EoFCQmJhIdHT2hytw7nU4MBgPNzc3o9fpzEtP7+PgQHBwsEmhfoLxaI2/uK2dLTj1Wx9Cn5Qb6qJge5UdGhB8zYvyZFRtAXJDPhB3tJgiC+9x5552cOnWKG2+8kf/8z//kzjvvFA/lPMS+ffuoq6vrs+zuu+92U2sEYfx1Wu1sOl7DWwcqONtsHvJ+CrmM5FBfpkf6Meo5JkYAAKswSURBVD3Kj5kxAWRF+4sE2oIwBYz4r/yJJ55g69atbN++ne3bt/Pwww+TlpbGtddey+rVq1myZIn40CuMGafTydmzZ6murgbAz8+P6dOnT6hcQVarlfr6empra13Js6En91FQUBABAQEEBARMqNfkaZxOiZ1FTfxl31kOnTUMuq1MBhkRPR2haeE60iJ0TAvXEe6nEYEjQRBGzfPPP091dTUPPfQQDz30EKGhoQOOfpHJZJSVlY1zC6em9957r8/32dnZZGVluak1gjB+Gk1d/O1ABe8crsJosQ26bYCPitmxAa4+Ulq4jpQwrZjWLwhT1IiDSc888wzPPPMMdXV1bN68mS1btrBr1y5eeOEFfve73+Hv78/VV1/N6tWrWblyJUFBohS2MDqcTieFhYU0NTUBEBsbS1JS0oQYjSRJEiaTibq6OpqamlyJ69VqNWFhYYSGhuLn5zchXosnszmcfHyqjj/sPkPZeZ6uzYsP5LYFcVw6LZRgrWdV6xMEYXJpbGzk8ssvp6CgwDWFufde1h8RyB4fNpuNf/7zn32W3XrrrW5qjSCMjwq9mT/sLuPDkzXYHAPPZdN5Kbl5XizXzoxiRrS/mNIvCILLBY8/jIqK4t577+Xee++lu7ubHTt2sHnzZrZt28Z7773H+++/j1wuZ+HCha7pcKKKiTBSDoeDvLw8DAYDcrmc9PR0wsPD3d2sQdntdjo6OjAajTQ2NmI2fx3c0Ol0xMTEiOTZo8TucLLxWA2/332GmtaBK4yolXLWzIzi9kUJZEVPvNxagiBMTI899hj5+fmkpKSwYcMGZs2aRWhoqAgaudnOnTvR6/V9lonE28Jkdba5g//ZUcrm03U4B8mHlBqm5fZFCdwwO1pMWRMEoV+j+s6g0WhYtWoVq1atAiAnJ8c1aunAgQPs27ePxx9/nLi4ONd0uOXLl6NWq0ezGcIk1TsiyWAwoFAoyMrK8sgRb11dXa7k2SaTiY6OjnOSaIeGhhIVFYWfn5/4EDEKJElid0kz/7W1cNBqI6E6Desujud7F8cT5CvedwRBGF+fffYZXl5e7N69m6ioKHc3R/i3jRs39vl+wYIFJCUluak1gjA2Ws1W/mdHKX8/VIl9kCjSZelh3LUkkUXJwaKPKgjCoMY0zJydnU12djZPPPEELS0tbNmyhS1btvDll1/y6quv8tprr+Hr64vJZBrLZgiTxNmzZ2lubkYulzNjxgwCAwPd3SQXp9NJXV0ddXV1fUYe9dJoNPj5+REYGEhYWBgqlahmMVqKGkz819ZC9pbqB9wmPULHXUsSuW5WFBqlGAEmCIJ7mM1m0tPTRSDJgzgcDjZv3txn2c033+ym1gjC6LPanbx9sIJXdpRi6rL3u41aKeemOTHctSSBlDDdOLdQEISJasTBpKqqKuLi4oa8fXBwMLfffju33347drudPXv2sHnzZj799NORNkGYQlpaWlzJtjMyMjwqkGQ0GikuLnYFkWQyGTqdDn9/f/z8/PDz80OjEUmcR1tLRze/+7KE945UDThMe3ZcAD++LIXl08LEz18QBLebMWMGtbW17m6G8A2HDx+mubm5z7Lrr7/ePY0RhFEkSRI7Cpv49dYCKlo6+93GV63g+wvj+dGSJEJ1Im+kIAjDM+JgUmJiIrGxsSxZsoRly5axdOlSMjIyhnZSpZLLLruMyy67jJdeemmkTRCmCKvVSlFREQDR0dGEhYW5uUU97HY75eXl1NbWIkkSarWa+Ph4wsPDxcijMdRptfOPw1WDPmHLivbjZ1dnsDhFDNEWBMFzbNiwgZtuuomNGzeK0S8e4uOPP+7zfWZmJsnJyW5qjSCMjrxaI7/9rGjAUdtqpZwfLk7kvkuSCPAR0/4FQRiZEZeMkiSJqqoq/vGPf7B+/XqysrIICwvjxhtv5KWXXuL48eOuSlWjSZIk9u3bx4YNG7j44osJCAhArVYTFRXFTTfdxK5duwbd/+DBg6xZs4bQ0FC8vb2ZPn06zzzzDF1dXYPuV1hYyPe+9z0iIyPx8vIiOTmZRx99lLa2tkH3q62t5Z577iE2NhaNRkNcXBz33nuveDI5RJIkUVRUhNVqxdfX1yM6eJIk0dDQwOHDh6mpqUGSJCIiIpg/fz4xMTEikDRGKlvMvPhFMYt/s5Nfby3sN5AU7qfhhbUz+eSBJSxJDRGBJEEQPMoNN9zAK6+8wo9+9CP+4z/+g/z8/PP2P0ZC9JWG7pNPPunz/Zo1a8b8nIIwFrrtDj7Pb+D7fznMNf+7b8BA0rUzo9jxyCX8bGW6CCQJgnBBZNI3MwMPQ319PXv37mXfvn3s3buX3NxcV/Co9wOcVqtl4cKFLF26lKVLl3LRRReh0VzYEModO3Zw+eWXAyCXy0lJScHX15fS0lI6OnoS7/7iF7/gmWeeOWffd955h9tvvx2Hw+Ea4ZKXl4fNZmP+/Pns3r0bHx+fc/bbtWsXq1evxmKxEBoaSmxsLEVFRXR2dpKUlMSBAwf6rShWUFDA0qVLMRgM+Pv7k5ycTFlZGUajkeDgYPbt20d6evqArzUmJoba2lqio6OpqakZ6Y9sQqupqaG0tBS5XM7cuXPRarVubU97ezulpaUYjUYAvL29SU1NJTg42K3tmmxMXTaOV7aSW2OkoM5EQb2JKkP/Q7QBvFRy7rskmXuWJeGjFhVHBGEimUr3uuFW7ZTJZNjt/Y/AHMxU6Std6LVTUlLCtGnT+iw7dOgQF1100bCPJQjjSZIkzjR1cLyylfx/95MK6010Wh0D7jM7LoBfrJ7O3HjPSRUhCMLQeGpfacTBpG9rb2/nwIEDrgDTkSNHXE+weoNLarWaefPmuabFXX311cM+z/bt21m/fj2PPPIIt956qyt3jtVq5Ve/+hXPPfccAJs3b+aaa65x7VdRUUF6ejrd3d08//zzPProo8hkMiorK7nqqqsoLi7mgQce4NVXXz3ndSUnJ9Pc3MyDDz7ICy+8gEqloqWlhTVr1rB//35Wr17Nli1b+uzncDjIzs6moKCAm266ibfffhsfHx/MZjPr1q3jww8/JDs7m5MnTyKX9z9AzFMvmvHS0dHhGuGWmppKTEyM29ricDgoLy93jURSKBTEx8cTExMz7A8Hwrk6uu0crTBwsKyFg2Ut5NcZBy1X+01rZkXxs5XpRPp7j20jBUEYE1PpXjfQ/X4wIxnlPVX6Shd67bzyyiv85Cc/cX0fERFBbW3tiH5PgjCWJEmirNnMwTI9B8paOFxuwGC2DmnfcD8Nj6/MYM2sKDFiWxAmKE/tK41aMOnbbDYbx44dY9++fezZs4eDBw9iMBhcb2IjfdpmMpnw8fFBqex/9MGqVavYtm0b1113XZ958A888AC///3vufLKK/n888/77HPgwAEWL16MSqWiurq6z5Oz//7v/+anP/0pGRkZ5Obm9gkcVFVVkZycjN1u5/jx48yZM8e17oMPPuDmm28mODiY8vJydLqvKyO0t7eTmJhIS0sLH374ITfccEO/r8VTL5rx4HA4OH78OGazmeDgYGbMmOG2G2BXVxc5OTmuBNthYWEkJyfj5eXllvZMBl02B8crWzlY1sKBMj2na4w4hho9+rfl00L5f5eliidsgjDBTeV73ViZKn2lC712rrvuuj6V3O644w7eeuutYR9HEEabJElUGywcPNsTPDpQ1kJze/ewjhGi1XDn4gTuWJSAr0aM2haEicxT+0pj9uhFpVKxcOFCNmzYwObNm9m1axfr169Ho9EgSRIjjWH5+fkN2DkCuOKKK4Ceocu9JEniX//6FwB33XXXOfssWrSI9PR0bDbbOYkYP/zwQ6Cng/HtEShxcXGuYeT//Oc/+93v5ptv7tM5AtDpdKxduxbo6UgJ5zpz5gxmsxm1Wk16errbAkmdnZ2cPHnS1Zbs7GwyMzNFIGmYrHYnRysM/M/2Um7900Gyf/UF3/vLYV7ddYYTVW1DDiQF+apZtzCezx5aylt3LhCBJEEQhH6IvtL52Ww2du/e3WdZ789FENyh3mjhwxM1PPrBaZb8dhfL/nsXj23K5eNTdcMKJC1IDOK3N81g32PLeWB5iggkCYIwZsbk3cVut3P06FFXPqX9+/e7ki9KkkRwcDCLFi0ai1O7ptZ5e3895aWqqor6+noAFi9e3O9+ixcvpqioiMOHD3PPPfe4Xsfx48fPu99nn33G4cOH+yw/dOjQefd7/fXXz9lPgIaGBurq6pDJZGRkZKBWuyc5YHt7Ozk5OVitVry9vZk5c2af60oYXLWhky8LGvmqpJkj5QYstoHn8fdHrZCTHeNPVrQ/mVF+ZET6kR6hQ6kQ0w8EQZgYNm3axFVXXeX2fH/fJvpKcPToUdrb2/ssW7FixaifRxAGYnM42VeqZ1dxE/tK9ZzVm4d9jCh/L2bHB5IZ5cf0SD+yov0J0V5YflpBEIShGpVgUkdHR7/5knpHH6WkpLBmzRoWL17M4sWLB006fSEkSXI9vfpmx6S0tBQAjUZDVFRUv/smJSX12RZ6cgfYbLY+64eyn9Vqpaqqakj79Z5DVADrYTabXU9K4+PjCQoKcks7WltbycvLw263o9PpyM7OdltQayKRJIn9Z1p4a385O4ubGM4ARKVcxuy4ABYmh7AwKZjZcQF4qUQ+KkEQJq61a9eiVqtZtmwZ11xzDatXr3Z7VVLRV+rx5Zdf9vl+xowZ/SYIF4TR1tLRzT8OV/H3w5U0moY3dS3Cz4tFycFcnBzMwqRgYoPOTYYvCIIwXkYcTNq0aRN79+5l79695OTk4HQ6kSQJlUrFnDlzXIGjJUuWEBoaOpptHtCf//xnTp48iVqt5qGHHnItb21tBSAgIGDA6VK9ySl7t/32/3vXD2U/o9HoSph5vv2cTicmk2nQamD19fVDSj79yCOP8Mgjj5x3O09lt9vJz8/H4XAQGBhIfHy8W9rR2NhIUVERTqeTgIAAZsyYMeh0AU9hczix2p34qBXjOi3Q1GUjt8bIyapW/nWylrLmoT1Zk8tgRrQ/C5NDWJQczLyEQFGJTRAmkRdffJEXX3zxvNv1joaZjJ544gm2bt3K9u3b2b59Ow8//DBpaWlce+21rF69miVLlox7EYfJ2FcaST9px44dfdaJKW6TnyRJdNudyGSgUY7f353TKXFWb+Z0dRt7S5v5NLcBq2NoifWDfdVcnBzMouRgFiWHkBDsI5JoC8IkMtH7SiP+5LZ27VpkMhkBAQFceeWVrsDRggUL3JJP5sSJE66KHL/+9a/7PPnrHc492MgSjaZnSKjFYjlnv8H2vdD9vr1vf5xOJ7W1tYNuAz0JNycqSZIoKSnBbDaj0WiYPn36uFdTkSSJqqoqzp49C0BoaCgZGRkeUa3N7nBSrjdTUG+isqWTujYLjaYumju6aW7vxmC2YnP0DAPSKOXEBHozLUJHesTX08NiAr0vuAPSarZSWN9Tgrag3kROjZGy5o4hj0DKiPRjYVJPp2hBUhB+XmJEniBMViaTaUj3rsnsmWee4ZlnnqGuro7NmzezZcsWdu3axQsvvMDvfvc7/P39ufrqq1m9ejUrV64c89G4k7WvNNx+ktVq5ciRI33WiSluE19vH6WksZ3aNgt1xi6a27vRt/f0ldq7vy78E6LVkBji8+8+kh8ZkTqmRegu+KHWN/trhfXt5NUaOV3TRnvX0IoO+XkpuTgpmIX/Dh6lhWtF8EgQJrGJ3le6oHfM3mlscrkchUKBQqFwSznV8vJyrrnmGrq6uvjud7/Lo48+2md9b3DLah24hGZ3d88w02/mD/hmUMxqtfYbJBvKfoOd79v79kculxMZGTnoNtCTcHOiqquro7GxEZlMxvTp08d9SpnT6aSkpMQV9Y2NjSUpKckt17PRYqOo3uQK2hTWt1PS2E63fWhPsbrtTsqazZQ1m/k0t8G1XCmX4aVSoJDLGKxfIgO8VQp8NEp81Qq8VArau+w0tXej7xjecGydl5KrMyO4ZFooi5JDCPIVUwUFYarw8/MjOjr6vNvV19e7RqhMVlFRUdx7773ce++9dHd3s2PHDjZv3sy2bdt47733eP/995HL5SxcuNA1HS4zM3NU2zCZ+0rD7SedPHmyz7EBFi5ceN79Bc/gcEpUtJgp/HdfqbC+ncJ6E/XGrvPv/G/6jp4+zdGK1j7LvVRy1Ao5cvngARylXI6vRoGPuqevJAEGs5XaNgvWIfbXes2KDeCK6eEsTQ0hM8ofxXnOLQjC5DHR+0ojDib99a9/Zd++fezbt4+tW7eydetWZDIZarWaefPmsWTJEpYsWcLixYsJCAgYxSb31dDQwBVXXEF9fT2rV6/mr3/96zkR/N5h0m1tbUiS1G+Ev3fo9TeHWn/z/62trf12VPrbz9/fH7lcjtPp7DOku7/95HL5eYNAkZGRHlUCcLSZTCbOnDkD9ORHGMvrpT92u528vDxaW1uRyWSkpKQMabj8aDB32zlaYeBEVVtP8KjORG3b4CPVRsrulOjoHtqTsVZsF3Su5FBf7licyI2zo0UVEUGYooY69bq33O1UodFoWLVqFatWrQIgJyfHNWrpwIED7Nu3j8cff5y4uDjXdLjly5df0EOWyd5XGm4/6cCBA32+nz59+oBT7QT3kqSeKWKHzraQV9sTPCpuaB92UY+h6rI56bIN7QObvmPk51Er5FwzM5IfLk4kK9p/5AcSBGFCm+h9pRF/ylu3bh3r1q0DoKWlxRVY2rt3L0eOHGH//v08//zzropcvcGlJUuWjFouHIPBwBVXXEFZWRmXXHIJH3zwQb/JGVNTU4GeJ1x1dXX9Rv96pzb1bguQkJCASqXCZrNx9uzZfjtI/e2nVquJi4ujoqKCs2fP9vu0q3e/3nNMVTabjfz8fJxOJyEhIcTGxo7r+bu7u8nJyaGjowOFQsH06dMJCQkZ03NarA4+y6/no5N17D+jx+4cRpZqD6VSyJge6cfM2ACuzopgYVKwGJYtCIIwBNnZ2WRnZ/PEE0/Q0tLCli1b2LJlC19++SWvvvoqr732Gr6+viOeyi76Suc6ePBgn+/FqCTPU9zQzocna9hyun7MHrKNtzCdhlmxASxIDOKG2dEEi6prgiBMcKMyZCA4OJg1a9awZs0aoGde+6FDh1zBpUOHDpGfn8+f/vQnoGe499KlS/nHP/4x4nN2dHSwatUq8vLymD9/Pps3bx5wCHRcXBwRERE0NDSwf/9+br755nO22b9/PwAXXXSRa5lSqWTOnDkcPnyY/fv391u6tr/9er+vqKhg//79fO973xvyflOJJEkUFhbS1dWFt7c36enp4xqA6OzsJCcnB4vFglqtZsaMGWM6VdDhlPjgWDUvfFEy7OlivcL9NKSF64gN8iHK34swnRehOg0hWg0+GgUquZym9i7Kmjtcw74L602YhjhXfyjUSjnTwnVkROrIjPJnZmwAGZG6cU1mKQiCMBkFBwdz++23c/vtt2O329mzZw+bN2/m008/HdHxRF/pXJIkuY7ba9GiRaN2fOHCVLaY+c22IrblNZx/436olXLSwrUkhmiJCvAiwq+nnxSq1RDgo8ZbpaDL7qCypZOSxnYK6k0U1Zso15sZzWd7EX5eZETqyIj0IzsmgFmxAUT4j39OWUEQhLEkk6ThFO8eGafTyalTp3jjjTd466236OrqQiaT4XCMbIhqd3c3q1atYufOnWRmZrJnz57zJq28//77+cMf/sCVV17J559/3mfdgQMHWLx4MSqViqqqKiIiIlzrnn/+eR577DEyMjLIzc3tk4y5qqqK5ORk7HY7x44dY+7cua51Gzdu5JZbbiE4OJjy8nJ0Op1rXXt7O4mJibS0tLBp0yZuvPHGftvcO5wtOjp6Uk5zO3v2LJWVlcjlcubMmdPnZzTWjEYjubm52Gw2vL29yc7Oxsdn7Mqr7j+j55ktBRQ1tA9pe5VCRkpYT8BmemRPEu2MSL8R5RySJIl6YxcGs5VuuxPHt3pL334LcErQZXNgttrp7HbQabXjq1ESrFUTG+hDYogvSsX455ISBGFymsz3uqqqKuLi4txy7qnQVxrJtVNVVXXOCPnCwkLS09OHtL8wNowWG6/tOsNf91cMudJZiFbj6idNj+rpJyWNsI9isTqoMnTSZXNgdTj7FBbp76OS1eGk09rTRzJ3O5AkiSBfDSFaNWnhOgJFjkhBEEaRp/aVxiyYJEkSp06dYu/evezdu5d9+/bR1NTkWjfSYJLD4eA73/kOH330EcnJyezdu3dISRfLy8tJT0/HarXy/PPP8+ijjyKTyaisrOSqq66iuLiY9evX8/vf/77PfiaTieTkZPR6PQ8++CAvvPACKpWKlpYW1qxZw/79+1m5cuU5Tw0dDgdZWVkUFRVx00038fbbb+Pj44PZbOb2229n06ZNZGVlcfr06QGTPHvqRXOhJEmioqKCiooKANLT04f0OxwtTU1NFBYW4nQ60el0zJgxo0/FmNFUrjfz6y0F7ChqGnAbpVzGzNgAZscGuIJGKWFa1EoRsBEEYfKbrPc6AIVCQWxsLEuWLGHZsmUsXbqUjIyMMT/vVOkrjeTaef/997n11ltd3wcGBqLX691ScEPoGbX9jyNVvPhFMa2dA+drDPfTcFFiMJlRXz9gC9WJaWKCIEwNntpXGrVgUldXF4cPH3ZNbTt48CAdHT2Z6XpPoVAomDlzJkuXLmXp0qUDjsgZzLvvvst3v/tdoGfufVhYWL/bRUZG8sEHH/RZ9vbbb3PnnXfidDqJjo4mLCyMvLw8bDYbc+fO5auvvsLX1/ecY+3YscNVASU0NJS4uDgKCwvp7OwkISGBgwcP9nlC1ysvL49ly5bR2tqKv78/KSkpnDlzBqPRSFBQEHv37mX69OkDvlZPvWguhCRJlJeXU1lZCfQk3B6tHFpDOXd1dTVnz55FkiRCQkLIyMhAqRz9BNHddgev7z7La7vPDFjVY3FKMGvnxnL59HC0Ikm1IAhT1GS81/X6ZoCidxp3cHAwS5YsYenSpSxbtozZs2ePeiBjqvSVRnLt/OQnP+GVV15xfb9q1Sq2bt06pH2F0ZVbY+SJj3LJqTH2uz7QR8Ut8+NYMyuK9AidyMUoCMKU5al9pRF/gm1tbWX//v2uUUfHjx/HZut5otAbPNJoNCxYsMDVYVq0aBFarfaCGvzNUq6lpaWUlpb2u11/AYp169aRkpLCc889x4EDBygoKCApKYnbbruNxx57rN9ytgArVqzg2LFj/PrXv2bnzp3k5uYSHR3NDTfcwC9+8YsBK4D0Pk17+umn2bZtG7m5uYSGhnLzzTfz1FNPjVvFME8hSRJlZWVUV1cDkJKSMm4Jt61WK2fOnKGxsRGA6OhoUlJSxuRJ5P4zep78KI+zenO/69MjdDyxOoOlqaGjfm5BEATBc9TW1rr6SXv37iU3Nxe9Xs9HH33Exx9/DIBWq2XhwoWuB20XXXTRBY+WFX2lgR06dKjP9yL59vgzddl48YsS3j5Y0W+eIpVCxu0LE/jxZan4+0zdIjWCIAiebsQjk5RKpSto1Puvv78/ixYtcnWI5s+ff0GlbKc6T41AjoQkSZw5c8b1OlJTU8clmCZJEk1NTZSWlmKz2ZDJZKSkpBAdHT3qT7ia2rv4r62FfHyqrt/1IVo1j1wxjVvmx6KQi6drgjDaHA4HFouFzs5O15fd3pN8Xi6XI5PJkMlkSJKE0+k8Z3nvl1KpRKvVEhAQMGZTYIWvTaZ73fm0t7dz4MABV4DpyJEjdHV1AV+PXFKr1cybN881Le7qq692Z5M92nCvHZvNhk6n6xNs++KLL7jiiivGspnCv0mSxNbcep7eXEBTe/+FSK7KDOfxlRkkhJw7+k0QBGGq8tS+0ohHJjmdTsLDw12Bo6VLlzJz5kwxBFU4hyRJlJaWUltbC0BaWlq/JYdHm8VioaSkBIPBAICvry/Tpk3D399/VM/TO9//+c+KaO+nappCLuOORQk8dHkqOi/xhE0QRoPdbsdkMtHR0eH66uzs7DdR6kjJZDICAwOJj48nICBg1I4rTF06nY6rrrqKq666CugJbhw7dox9+/axZ88eDh48iMFg4MCBAxw4cIDf/va3roCocOEKCgr6BJIA5syZ46bWTC2VLWae/DifPSXN/a5PDvXlmeuzWJQcMs4tEwRBEEZqxMGk4uJiUlNTR7MtwiQkSRIlJSXU1dUhk8lIS0sjKipqTM/pdDqpq6vj7NmzOBwO5HI58fHxxMXFjfq0ttPVbTz1ST6nq9v6XT8rNoD/uiGLzKjRDWAJwlRksVhoamqipaUFk8nUb+BIqVTi4+Pj+lKpegK4vaORJElCLpcjl8uRJKnPV+96m82GyWSivb0dg8GAwWAgIiKC1NTUMcmxJkxdKpWKhQsXsnDhQjZs2EBubi6vv/66q/KtMLqOHz/e5/uEhASCg4Pd1Jqpocvm4I9fneX3u8/Q3U8OSY1SzoMrUrl7aZIoPCIIgjDBjLhXLAJJwvn0Tm3rDSRNmzZtzKu2ORwOCgoK0Ov1AAQEBJCWltZvstALUaE388rOUj48Udvvej8vJY+tTOe2+XHIxZQ2QbggbW1tVFZWukYZ9vL29kan06HVal1farV61EbIdnZ2Ul1dTX19PQ0NDRiNRrKysi44958gQM/ouqNHj7ryKe3fv5+2tjag5/4ZHBzMokWL3NvISebbwaS5c+e6qSWTn83hZPPpOl74vJg6Y/+B0UvSQnlmTRZxwT7j3DpBEARhNIhHrMKYKS8vd83pTE9P77eKy2iy2+3k5eXR2tqKXC4nJSWFqKioUflg2W13kFNj5FBZCwfKWjhU3sJAs2lumB3Nz1dliJK1gnCBuru7KS0tpbm5Z1qETCYjICCA0NBQgoKC8Pb2HtPz+/j4MG3aNMLDwyksLMRisXDixAnS0tLG/P1MmHw6Ojr6zZfUO8IuJSWFNWvWsHjxYhYvXkx6erqbWzz5iGDS2Kprs3C4vIVDZQZ2lzTRaOo/L1K4n4ZfXpvJyqwIkR5DEARhAhtRMOn+++/n5z//+agkUH7vvfdwOp2uErbC5FBVVUVlZSXAuHzwstls5OTkYDKZUCqVZGVlDVg5ZigcTolT1W3sP6Pn0NkWjle29js8+5uSQnz59fVZLEoR8/0F4UIZjUby8vKwWq3IZDIiIyOJi4sb8wBSfwICApg7dy6FhYUYDAYKCwtpb28nKSkJhUIx7u0RJo5Nmzaxd+9e9u7dS05OjmsqpUqlYs6cOa7A0ZIlSwgNFRU+x5Ldbuf06dN9lolg0oVp6ehmT2kzB8taOHTWQJWhc9Dt5TK4fVECj1yRJnJICoIgTAIjCib96U9/4s033+T73/8+69atY9myZcPav7m5mffff5/XXnuNkpISnn766ZE0Q/BQer2es2fPApCcnDzmyba/GUhSqVRkZ2fj5+c37ONY7U52FjXyeX4jX5U0YzBbh7SfVqPkx5elcMfiBDRK8cFSEC5UY2MjRUVFOJ1OfH19ycjIQKfTubVNarWaGTNmUFFRQWVlJTU1Nej1epKTkwkNDRVP14V+rV271jWi7sorr3QFjhYsWICXl5e7mzelFBQUnJOHSgSThq+yxczHp+rYWdTE6Zq2AUdpf9vFSUE8dU0m06OG3z8TBEEQPNOIgkmnTp3iscce48033+Stt94iKiqKlStXsmDBAubOnUtkZCRBQUGo1WqMRqPrSW5vxZLdu3fjcDgIDg7mpZdeYv369aP9ugQ36ezspLCwEEmSiI6OJi4ubkzPZ7fbyc3NdQWSZs2aNex8JuV6M+8drWLT8Rr0HUMLIAHoNEpuuyiOu5cmiSltgjBKWlpaXO8hISEhZGRkeEzSa7lcTlJSEn5+fpSUlNDV1UV+fj7+/v7Ex8cTFBQkgkrCOXqnscnlchQKBQqFYtSLQQjnd+LEiT7fx8fHi+TbQ9Rtd/BFfiPvHa1i/5mWYe07Lz6Q+y5JZkVGmHh/FARBmGRG1EPPyspi69at7N27l1dffZWPP/6Yv/zlL7zxxhuD7vfNvAB333039913n9ufNgujx+l0UlBQgN1ux9/fn5SUlDE9n91uJycnB6PRiEqlYubMmUMOJJm6bHyaU8+mEzUcrWgd0j4yGWRE+HFxUjAXJQWxJCUEX41nfMgVhMnAZDKRn5+PJEmEh4eTkZHhkR8+QkJCCAwMpKqqiqqqKoxGIzk5OWi1WmJjYwkLCxPBAgGAv/71r+zbt499+/axdetWtm7dikwmQ61WM2/ePJYsWcKSJUtYvHgxAQEB7m7upJaTk9Pn+zlz5ripJRODJEnk1BjZdKKGzafraO20DWk/f28VFyUGcXFSMItTQpgWIfr5giAIk9UFfRJeunQpS5cuRa/X869//Ys9e/Zw4MABqqursdvtru38/PyYNWsWS5Ys4corrxz2tDhhYqiurqa9vR2VSkVmZuaYfphyOBzk5uZiNBpRKpVkZ2efNzDpcErsLW3mn8dr+LKg8bw5kABSw7QsTQ3l4qQgFiQGEeCjHq2XIAjCN3R2dpKTk4PD4SAoKIj09HSPDCT1UigUJCYmEhkZSU1NDXV1dXR0dFBYWEh5eTnR0dEEBgai1Wo9+nUIY2vdunWsW7cO6Bl11xtY2rt3L0eOHGH//v08//zzyGQyMjIyXMGlJUuWEB8f7+bWTy55eXl9vs/OznZTSzxbo6mLTSdq2HS8hrJm83m391ErWJQcwqLkYC5OCiY9Qieq2AqCIEwRMkka6mzn4Wlra6Orq8s13U0YvpiYGGpra4mOjnZVRfNUZrOZY8eO4XQ6ycjIGNOE272BpNbWVlcgyd/ff8Dty/Vm/nm8mk3Ha2kw9V+e9pvmJwRy7cwolk8LIzZIlKsVhLHW3d3NyZMnsVgs6HQ6Zs2a5TFT24bKZrNRV1dHTU0NVuvX02VVKhUBAQEEBATg6+uLRqNBo9GIxN3fMJHudaPJYrFw6NAhV3Dp0KFDdHR0uIKPUVFRLF26lH/84x9ubqnnGs61ExUVRX19vev7jRs3snbt2rFu4oTQbXewo7CJjceq2VPSjPM8nwz8vVWsmRXFFdPDWZAYJPJFCoIgjDFP7SuNWW9dDNeeOiRJori4GKfTSVBQEOHh4WN2LofDQV5eHq2trSgUigEDSZIkcaTcwB/3nGVnUdN5jxvoo+LGOTHctiCWlDAxJFsQxktv3jOLxYK3tzczZsyYcIEk6AkaxcfHExMTQ2NjI83NzRiNRmw2G83NzTQ3N/fZXqlUolar8fX1JTw8nODgYDE1borx9vZm+fLlLF++HOiZKn7q1CneeOMN3nrrLWpra3n//fdFMGkUGAyGPoEk6EnZMNUZO238/XAlb+2vQN/Rfd7tFyQG8d0FcVydFYGXSgSQBEEQprqJ12MXPE5tbS1GoxGFQkFaWtqYTelwOp3k5+djMBgGDSQV1pt46uO88+ZCUilkLJ8Wxo1zYrgsPQy1UnyQE4Tx1Ps33Ts9Njs7G41mYiezVygUREVFERUVhdPppL29nba2NoxGIxaLha6uLpxOJ3a7HbvdTmdnJ83Nzfj4+JCamkpQUJC7X4IwjiRJ4tSpU+zdu5e9e/eyb98+mprO/wBEGJ78/Pw+36tUqjHP6+jJrHYnf9l3ltd2nsFsdQy6bWyQNzfOjuHGOdHEB/uOUwsFQRCEiUAEk4QLYrFYOHv2LABJSUl4e3uPyXl6P3S2tLQgl8uZMWPGOaPfOq12Xt5eyhv7ynEMMkY7M8qPtXNjuG5WNEG+YgqmILhLaWlpn+Cwj8/kmlYql8vx9/fvE/SWJAm73Y7VasVqtbpGTHR2dnL69Gmio6NJSkqakKOzhPPr6uri8OHDrqltBw8epKOjA/i6SIlCoWDmzJmuvJTChft2MCk9PR2VSuWm1rjXkXIDT/wrl9KmjgG38VUrWJ0dyXfmxjI/IVDkfRMEQRD6JXqrwoj1Tm9zOBwEBAQQHR09JufprRKn1+tdgaTAwMA+23xZ0MivPsmnts3S7zECfFTcMDuatXNjmR7lNybtFARh6Orq6qirq0MmkzF9+nT8/KbG36VMJkOlUqFSqfD19SUwMJC4uDjKy8upra2ltrYWg8FAenq6mC4+CbS2trJ//37XqKPjx49js/VUxeoNHmk0GhYsWMDSpUtZtmwZixYtGnJlUmFovp18OzMz000tcZ9Ws5XnthWy8djAuTYWJAZx87xYVmZFiGq1giAIwnmJO4UwYlVVVa7cRdOmTRuTJ1cOh6PPiKSsrKw+00Dq2iz86pN8viho7Hf/6ABv7lmWxNp5MfioxeUuCJ7AaDRSWloKQGJiIiEhIW5ukXupVCrS0tIICQmhuLgYi8XCqVOniImJITExUSTrnsBCQ0NdQaPef/39/Vm0aJFr5NH8+fNFoZIx9u2RSVMpX5IkSfzzeA3PflpIa6ftnPUyGayeEcl9lySTFT1wMRNBEARB+Dbx6VoYkba2NsrLywFITU0dk+kpVquV/Px82traUCgUfQJJdoeTvx6o4MUvS+jsZ76/WiHnvkuTuf/SZJEkUhA8SHd3N/n5+TidTkJDQ4mLi3N3kzxGUFAQ8+bNo6ysjPr6eqqrq2lpaSEjI2PKjNyabJxOJ+Hh4a7A0dKlS5k5c6aYNjTOpurIpDNN7TzxrzwOlxv6XZ8V7cezN8wgOyZgfBsmCIIgTAoimCQMm9VqpaCgAEmSiIiIICIiYlSPL0kSer2eM2fO0NXVhVKp7JMj6UxTOw++e4qCelO/+y9KDuaZ67NIDhXTBATBk/ROWe3u7sbHx4f09HTxofpbVCoV6enprlFKnZ2dnDhxgsjISEJDQ/H19UWtVouf2wRRXFxMamqqu5sxpTU3N6PX6/ssm+zBJIdT4ve7zvDKzlJsjnNzSGo1Sv7jyjR+cHE8SoUoPiIIgiCMjAgmCcMiSRKFhYV0d3fj6+tLamrqqH2ocTqdNDc3U1lZidlsBnpKJ2dlZbnyR3x8qpbHP8ztdzRSsK+aX1yTwfWzosUHLUHwML2BpLa2NpRKJVlZWSLJ9CBCQkLw9/entLSUxsZGV44p6EnQ7OXlhZeXF97e3nh5eREUFISvr6i05GlEIMn9eqfU9lKpVCQlJbmpNWOvpaObh94/xd5Sfb/rV2ZF8MtrM4nw9xrnlgmCIAiTzbB78s8++yz33nsvwcHBY9EewcNVV1e7qi9Nnz59VD4MSpJEc3MzFRUVriCSUqkkOjqa2NhYVCoV3XYHz2wp4O+Hqvo9xm0LYnns6nQCfETeCUHwNHa7nYKCAlfus8zMTBH4GAKVSsX06dOJjIykoaEBo9FIV1cXDocDs9nser/sFR4eTkpKisi/4yHuv/9+fv7znxMTE3PBx3rvvfdwOp1897vfHYWWTS0lJSV9vk9OTp60eciOVxp44J2TNJi6zlkXE+jN02syuSw93A0tEwRBECajYUcCnnzySS6//PJ+g0kWiwWLxdInQbIwebS3t7vyJKWkpIxKtZm2tjbKysowmXqmrKlUKmJiYoiOjnaV7a02dHL/OyfIrTWes39auJbnbpzB3HhxzQmCJ+ro6KCgoACz2ewKQot7xPAEBga6Klg6nU66urpcXxaLBbPZjMFgoLGxkba2NrKzs0U1MA/wpz/9iTfffJPvf//7rFu3jmXLlg1r/+bmZt5//31ee+01SkpKePrpp8eopZPbt0cmpaWluaklY0eSJN7YV85vthVhd/ad1qaQy7h7aRI/WZGKt3pyBtEEQRAE9xhSMKmxsRFvb2/8/Pxc1Uj6k5OTw6JFi3A4zp2CJExsDoeDwsJCnE4nISEhREZGXtDxzGYzZ8+edeUxUCgUxMbGEhMT4woiAWwvaOSRjacwddnPOcat82P51XWZIsG2IHggq9VKTU0N1dXVOJ1ONBoNWVlZIpH0BZLL5fj4+JxT9MBkMlFYWEhnZycnT54kMzNTBO3c7NSpUzz22GO8+eabvPXWW0RFRbFy5UoWLFjA3LlziYyMJCgoCLVajdFoxGAwUFhYyLFjx9i3bx+7d+/G4XAQHBzMSy+9xPr16939kiakb49MmmxTD01dNn76QQ6f5Tecsy5Mp+F/b5vNRUliNoEgCIIw+oYUTHr99dd5+umnSUhIQCaT8Ze//IWqqipmzZpFSkqKazuz2SyG109S5eXlrt/vtGnTRpyTyGq1UlFRQV1dHZIkIZPJiIyMJCEhAY1G49rO7nDywhclvP5V2TnH8FLJ+fX1M/jO3AufOiAInsjhcGCxWLBarXR3d2O1WrFarcjlclQqFSqVCi8vL1cy5l6SJGGz2bBYLNjtdpxOJ0qlEi8vLzQaDXL52CZatVgstLa20tzcTGtrq+vhQ0hICGlpaX3+xoXR5efnx5w5c8jLy6OtrY2cnBwyMjIIDxdTWtwlKyuLrVu3snfvXl599VU+/vhj/vKXv/DGG28Mul/v301KSgp333039913HzqdbjyaPClN5pFJ+XVG7n/nBJUtneesW5QczP/cOptQnXjfFQTh/7d33+FtVff/wN9XW/KQ916xk9hJHDuTBBICYYSRUAIhJBBGKAQo/ZW2lFFaVkvassv6AmWUMMIsBMootEAYGSRk2dnO8IrjPWRrr/P7w0hYlmdsWZb9fj2PH9C999x77rEjffS5ZxAFRp+SSddffz1yc3Oxa9cuPPTQQ1i3bh1efPFFSJKEsLAwFBQUYMKECdiyZcuIXyFjNGpqakJlZSUAIDc394QShi6XC8eOHUNFRQWczvZeRnFxccjOzvabO6Wi0YzfvL0TOypa/M6THReGZ66Yhrwk9m6gkcNms8FgMMBgMKC1tRVtbW099gLtSKlUQq1WQwgBm83m/ffVmUwm807a7Ha74XK54HQ64XA4IJfLoVKpoNVqvb1etFottFqtT0/Brurd3NyM5uZmtLS0wGr1nacjIiICmZmZiIuL46T4Q0CpVKKgoAAHDx5EbW0t9u/fD5fLhZSUlGBXbVQ79dRTceqpp6KhoQHr1q3Dt99+i02bNqGystLn32tkZCSmTJmCuXPnYsGCBf0eFkf+hBB+yaSR0DPJ7RZYs6kMD3x2AHan22//r84Yi9+cNR5yGd93iYgocPqUTEpOTsby5cuxfPlyvPPOO3jnnXcwbtw4FBUVoaioCLt27cK+ffuQnp6O+++/P9B1piHkcDhw4MABAEBKSgri4uL6VV4IgYaGBhw5cgQWiwVA+xfMnJwc7xwgHY/91/ZjuO/fe2HqYrW2hQXJeHBJAcLVXAGKQpvNZkNLS4v3x2z2f6qsUCigVquhVquhUqmgUqm8PY/sdrt3jjqHwwGHw+EtJ0kS1Go1lEolZDIZHA4HrFYr3G43zGZzl9dyOp2w2Wxoa2vz26dSqaDT6bwJK7fbDbfbDbvdDqPR6HOsJEmIiIhAbGysdxl7GlpyuRwTJkyAQqFAVVUVDh48CJfLhfT09GBXbdSLi4vDqlWrsGrVKu82TxLWM9yNBtfx48f93vNCvWdSXasVv3u3qMvV2qJ0Svx92RTMz00IQs2IiGi06fe38qNHj3r/f968eXxyNsIdOnQINpsNWq0WOTk5/SrrcrlQUlKCmpr2cfxqtRrZ2dlITEz066VgtDnx+/eK8XFxtd95lHIJdy2ciKtOzmTvBgpZZrMZ1dXVaGho6DKhEx4eDr1eD71ej8jISGg0ml7/3p1OJ6xWK+x2OyRJglKphFar9VupyO12w2azwWKxwGazQSaTQS6XQ6lUQqFQwOVyefebzWbvfz3D6+x2e7d1CA8PR0xMDKKjoxEZGTkoKzzSwEiShHHjxkEul6OiogKHDx+Gy+VCZibfQ4ebqKioYFdhROs8X5JOpwvpnnrrD9bhlrd3odns8Ns3JT0K/7diGlKjtEGoGRERjUb9jvpbW1s5geooUVtbi9raWkiS5H3S3Vd2ux179uyBwWCAJEnIyMhARkZGl+c4UNOKm17fgaMNJr99mbE6PLF8KqakRw3kVoiCwu12o6GhAcePH0dzc7N3uyRJ3uRRVFQUoqKiehxO1h2FQtGnVbtkMpl32Fp/OJ1Ob3LJk4Ty/Mjlcuj1evamGKYkSUJ2djbkcjlKS0tRWloKl8uF7OxsJpRo1OhqiFso/v07XW78/YsS/N96/3kkAeC6uWNw+7l5UCkCOy8eERFRR/1OJkVFRSErKwuFhYU+P9nZ2YGoHwWJ1Wr1PtHLzMyEXq/vc1mTyYTdu3fDYrFAoVB0u6qQEALvbj+Gez7cA6vDf8z/shnpuPuCiRzWRsOK2+1GW1sb2tra4HA44Ha7IYTwznEkk8kgSRLsdjsaGxu9vXokSUJMTAySkpIQHR19QsmjoaZQKBAZGckHCCFKkiRkZWVBLpfj8OHDqKiogMvlCtkv1ET9NRJWcqtrteLXb+3C5qONfvsSI9V4dOkUzB3XvykIiIiIBkO/v6W/8cYbKC4uRlFREV588UUcP37c+5R98uTJmDJlCp5++ulA1JWGiBACJSUlcDqdiIyMRGZmZp/LNjU1Ye/evXA6ndBqtZg8eXKX86aYbE7c/cEevL+zym+fXqvEg0sm49z85AHdB9FgcDgcMJvNaG1thcFgQHNzc7eTXHdFpVIhOTkZycnJ/e4ZRDQY0tPTIZfLUVJSgqqqKrhcLuTm5gZ8dT+iYDtyxLcnT6glk747VI/fvr0LDUb/ocbnTErEAxcXIDqMvUOJiCg4+p1M8kzE7dHY2Igvv/wSTz31FPbt29evL1k0PNXX16OxsREymaxfXziqqqpw6NAhCCGg1+uRn5/vNwRGCIH/7KnBA/85gIom/3ljCtL0+L/LpyE9Rjco90LUX263G01NTaivr+9yhTKgvcdOVFQU1Gq1tyeSJEneHkpCCG+vnujoaH5pp6BLSUmBTCbDgQMHUFNTA7fbjQkTJvBvk0a0srIyn9eh0ou+rs2Kx/5bgre3VaLzwp4KmYQ/nD8B18zJYg9DIiIKqgGPH4qNjcWll16KpUuXYtmyZT6JJgo9TqcThw8fBgBkZGT0aT4Wt9uNo0ePorKyEgCQmJiI3Nxcv0mAd1W2YPXH+7CtvLmr0+DK2Zm4a9EEqBXyLvcTBZLL5cLx48dRWVkJm83ms0+tVvvMcRQREcEv4RRykpKSIJfLsW/fPtTV1cHlcmHSpEl+79VEI0XnZFJWVlZQ6tFXFrsLL353FM9+cwTmLla1TdZr8PTl0zA9M7qL0kRERENr0CajkSQJ9913H6655hpcfPHFg3VaGmIVFRWw2WzQ6XTIyMjo9XiXy4V9+/ahoaF9idoxY8b4rRhUY7Dioc8OdDmkDQAi1Ao8sKQACws4rI2GntvtRk1NDcrKyrxJJKVSicTERMTExCAyMjIk5jci6ov4+Hjk5+djz549aGxsxO7du5Gfn89V+GjEMRgMaGlp8dk2XJNJQgh8VFyNBz7dj+MG/96wAHBmXgIeWVrIYW1ERDRs9Dt6fPfdd1FYWNjlBJ7x8fHYs2fPoFWOhpbNZsOxY8cAwLsKUE/sdjt2796N1tZWyGQy5OXlITEx0bvf7RZYs6kMj/z3YJdP2ABgRmY0Hr20EJmx/vMqEQVaY2MjDh8+DLO5fcilRqNBZmYmEhMT2VuDRqzY2FgUFBRg9+7daG5uxu7duzF58mQmlGhEKS8v99uWnp4ehJr0rKzBhNvfK8bW0qYu9+tUctxy9nhcO3cMh7UREdGw0u/IcdmyZZAkyTu5smc1t+TkZLz55ptISUkJRD1pCJSVlcHlckGv1yMurueVQcxmM4qLi2GxWKBUKpGfn4+oqCjv/somM259twhbugmO0mO0uPO8CTgvP4nBEQ05p9OJkpIS1NbWAmifJDszMxPJyclMItGoEB0djcLCQhQXF6OlpQXFxcUoKChgQinAnnvuOdx4443Brsao0HmIW0pKCtRqdXAq0wUhBF7/vhx//fQALA7/B26SBFw6PR2/WzAeCZGaINSQiIioZ/2OGpubm7Fz507s2rULxcXF2Lp1K9asWQO73Y6YmBi8+uqrgagnBZjJZEJ1dTWA9l5JPSV4LBYLioqKYLVau1yxbf3BOtz85k60Wf0nY49QK/D/zhiLlXOyODcSBYXFYsHu3bthMpkgSRJSU1MxZswYfommUUev16OwsBBFRUUwGAwoLi7ucuEEGjw333wzsrKycO655/bp+NLSUowZMybAtRqZhvN8SSabE7e+W4T/7Knpcv/J2bG4a9EETErRD3HNiIiI+q7f3570ej1OP/10nH766d5tLpcLTU1NiIuLYy+TEHX06FEIIRAXF+fTw6gzp9OJ4uJiWK1W6HQ6TJkyxedJ3wvfHsVf/7Pfb/URAFg+Mx23npOLuPDh82SQRpeWlhbs3bsXdrsdarUakyZNgl7PYJ1Gr8jISJ+E0vbt2zFx4kT+uwiQ9PR0LFu2DBs2bMDkyZO7Pa60tBT3338/3njjjS5XlKTeDddkUlWLBT9/+QccrG3z25cWrcXdiyZiwcRExtNERDTsndCj+C+++AIvvfQSjh07hpSUFMyfPx+XXXYZP/hClMFgQENDAyRJ6nHZXCEEDh48CLPZDLVajcLCQm8iSQiBx784hCe+PORXLjVKi4eXFuCUnJ6HzhEF0vHjx3Ho0CG43W5EREQgPz8fGg2HDhBFRkZi6tSp2LNnDywWC3bu3ImsrCxkZGRw1cJB9umnn+KUU07BokWL8P333yM52XfhidLSUqxevRqvv/46HA4H46oB6DxnUmZmZpBq8pPKJjOWP/89qlosfvuumJ2BO8+bgDA1e8kSEVFo6HeU+Pbbb2PBggU4ePAgkpKSUFFRgVtvvRVjx47F//73v0DUkQLME3AlJSX5DFfrrKamBnV1dZAkCZMmTfJ+ERdC4NH/lnSZSDp/chI++82pTCRR0LjdbpSUlODgwYNwu91ISEjAlClTmEgi6iA8PBzTp09HYmIihBAoLS3F3r174XJ1vXgCnZjc3FysW7cOtbW1WLRoEUwmE4D2XjTXXXcd8vLysGbNGjgcDsyYMQPr1q0Lco1D13DrmVTeaMKyf2z2SyRFahR4eeVMrF48mYkkIiIKKf3+1Fq9ejV++9vf4tFHH/Vua2xsxJ/+9CdccMEF2LRpE6ZNmzaolaTAaW1tRWNjIyRJQkZGRrfH2e12HDlyBAAwZswY7xAIIQQe+OwA/vHNUb8yt52Ti5tOz+GTVQoau92OvXv3oqWlBZIkYcyYMcjIyODfJFEXlEolJkyYgOjoaJSUlKChocE7j5JSqQx29UaMefPm4aWXXsKVV16JpUuXIiUlBa+99hqcTieEEDj55JNx991393leJeracEomHa034vIXtqCm1XfI4tiEcLx41QxkxXFFWyIiCj39TiYdPXoUF1xwgc+22NhYPPnkkzAajbj77rvxySefDFoFKbA8vZISExOh0+m6Pe7o0aNwOBwIDw/3Lq0rhMD9H+/HPzeW+h3/l4vysWJW8LuU0+hlMBiwb98+WK1WKBQKTJgwoddVColGO0mSkJycDK1Wi927d6OlpQW7du3ClClTmFAaRCtWrEBpaSnuueceSJIEIQTmzZuHu+++G2eeeWawqxfyTCYTmpp8V5Pt6YFZIB2ua8NlL2xBfZvNZ3teUgTWXjcLsZxHkoiIQlS/h7mlp6d7e6h0dvnll2PTpk0DrhQNDbPZ7J0rqae5BIxGI2pq2lccGTduHGQyGdxugXs+3OuXSJIk4MElk5lIoqDx9KLbuXOnd8XBadOmMZFE1A9RUVGYOnUqVCoVjEYjiouL4XT6r9BJ/bN161ZYLO3DnO666y6sXLkSQgjccMMN+Prrr5lIGiTHjx/325aamjrk9ThQ04pl//jeL5E0MTkSb66azUQSERGFtH4nk66++mrcd999fhMbAkBzczOfXIaQqqoqAEBMTEyPvZJKS0shhEB8fDyioqLgdgv88YM9eO17378BSQIeWlKAZTOD8/SPRjdPEun7779HRUUFhBBITEzE9OnTe5wLjIi6Fh4ejsLCQiiVSrS2tmL37t2cQ2mAZs+ejYiICOTl5WHZsmXIyMhATEwMXnrpJXz++efBrt6I4YlvPCIiIhARETGkddh3vBWXPf89Gk12n+0FaXq8sWoWosNUQ1ofIiKiwdbvYW633XYbvvnmGxQWFmLVqlVYsGABkpKScOjQIdx5550466yzAlFPGmROp9Pb26inp3Wtra3e3ktjxoyB2y1w14d78ObWCp/jZBLw92VTcOGUoX/yR6Ob3W5HZWUlqqqqvF90IyIikJWVhdjYWM6PRDQA4eHhKCgoQFFREVpaWrBnzx7k5+dDLpcHu2ohafz48Thy5AhKSkpQUlLifX8SQuCiiy7CzJkzUVBQ4P2ZPHlyjw97qGudk0lD3Stpf3UrVrz4PZrNDp/tUzOi8MrPT0Kkhg9eiYgo9PU7maRQKPDxxx/jgQcewNNPP41HH33UO97/1FNPxeOPPx6AatJgq6urg9PphFarRUxMTLfHeSaw9MypdPeHe/DGFt9Eklwm4cnlU7GwILmLMxAFhs1mw7Fjx5hEIgqwyMhIb0KpqakJ+/btw6RJkyCT9btz86h34MABWK1W7N27F0VFRSguLkZRURF2796NpqYmfPfdd/juu++8718ymQwOh6OXs1JnnYe5DWUy6WBNG1a8uMUvkTQzKxr/XDkTEUwkERHRCHFCa5AqFArcdddd+OMf/4h9+/ahvr4eGRkZyM7OHuz6UYB4eiWlpKR0+6XbaDR6V3rLzMzEw58fxOvf+yaSFDIJT18+DefmJwW8zkQulwtNTU2or69HfX093G43ACaRiAJNr9dj8uTJKC4uRkNDA/bs2YOJEydCoeBS5v2l0Wgwffp0TJ8+3Wf7sWPHvMml4uJi7Nq1C4cPHw5SLUNbsHomHWs2Y8WLW9DUaWjbrDEx+OfKmQhT898LERGNHAP6VJMkCZMmTRqsutAQsVgsMBgMkCQJCQkJ3R5XWVkJAIiPj8en+5vwzNe+E6/LZRKevnwqE0kUMJ6/1ba2NhiNRrS1tfnM2aLX65GRkcEkEtEQiI6ORn5+Pvbu3YvGxkbs3LkTkydPhkajCXbVRoS0tDSkpaXh/PPP926z2Ww9lKDudE4mpaSkBPyaRpsT172yDQ1G39/ZSVkxePmamdCpmEgiIqKRZdA+2Z577jnceOONg3U6CqC6ujoA7av1dPclwGq1ora2FgBgkEfhzveLfPbLZRKeumwqzs3n0DYafCaTCUePHkVDQ4PfPo1Gg7i4OCQmJiIyMjIItSMavWJjYzFlyhTs3r0bRqMRO3bsQH5+Pv8tBohazdW+TsRQD3MTQuB37+zCgZo2n+0zMqOZSCIiohFr0D7dbr75ZmRlZeHcc8/t0/GlpaUYM2bMYF2e+kgI4U0SJSYmdnvcsWPHIISAOiwSf/ioBA6X8Nl//4X5OH8yE0k0uOx2O8rKynD8+HEIISBJEiIiIhAZGYnw8HBEREQgLCyMvZCIgigyMhLTpk3D7t27YTKZsGvXLkyYMAHx8fHBrhoRgKEf5vbG1gp8vrfWZ1tOfBhe4tA2IiIawQZt9sz09HQsW7YMu3fv7vG40tJS/PznP8eECRMG69LUD0ajESaTCTKZDHFxcV0e43A4vE/13ixxoazR7LP/53PG4PJZGQGvK40eTqcT5eXl2LJlC6qqqiCEQFxcHGbOnInp06dj3LhxSE5ORnh4OBNJRMOAVqvF1KlTERMTA5fLhb179+Lw4cM+w1CJgsHtdvv1TArkMLdDtW24/+N9PtuidUr8c+VM6LWcbJuIiEauQXtc8umnn+KUU07BokWL8P333yM52bfXSmlpKVavXo3XX38dDoeDXwiDxDPELTY2Fkpl10HO8ePH4XK5sKtJjo/21Pvsm5YRhT+cnxfwetLIJ4RAW1sb6urqUFtbC7u9fcLSiIgI5OTkIDo6Osg1JKKeKJVKTJ48GYcPH0ZVVRUqKytRX1+P9PR0JCQkQKVSBbuKNAo1Njb6rYAXqJ5JVocLN7+1C1aH22f7o5cWIjM2LCDXJCIiGi4GLZmUm5uLdevWYcGCBVi0aBG+/fZbhIWFoaysDKtXr8Zrr70Gp9MJIQRmzJiBu+66a7AuTX0khEB9fXtyqLuJt10uF44dO4YGixsvFflOIhmuVuCJ5VOhkHM5aDoxbrcbzc3NaGhoQENDgzeBBLT3dMjKykJiYiKTzUQhQiaTYfz48YiNjcXBgwdhtVpx6NAhHD58GHq93js8NSIiAjqdjv+2KeA6D3GTyWRISgrMQiEPfXYQ+6tbfbatPCULZ+R1P40AERHRSDGoA7nnzZuHl156CVdeeSWWLl2KlJQUnyTSySefjLvvvrvP8yrR4DKZTLBYLJDJZIiJienymNraWthsNqzZ54TR7jtcYfXifKTH6IaiqjRCdFyNzbMiW8dhMHK5HLGxsYiPj0dcXBxkMiYqiUJRbGwsZs2aherqalRXV8NoNKKlpQUtLS3eY+RyOSIiIhAfH4+kpCQoFJxLhgZf52RSYmJiQP7Wvj/aiH9uLPXZlpsYgd+fx97bREQ0Ogz6p+uKFStQWlqKe+65B5IkQQiBefPm4e6778aZZ5452JejfvCsjBUdHd1lYCWEQGVlJb455sLeBqfPvoumpmLx1MBOYEkjg9vtRmNjI44dO+bzRdJDpVIhLi4OcXFxiIqKglwuH/pKEtGgk8vl3uXtzWYzDAYDjEajTyLZk2AqKytDamoq0tLSgl1tGmE6J5MCMV+Sxe7CHe8V+2xTKWR48rKp0Cj5mUZERKPDoCWTtm7dismTJ0Or1eKuu+7C0aNHsWbNGtxwww149tlnB+syNACeZFJ3E283NDSgstGIt0vsPtuT9Rr86cJJAa8fhS7P/EcNDQ2ora2F1WoFAEiShMjISO9qbOHh4VyNjWgU0Ol00Ol+6snqdrthNpvR0tKCY8eOwWKxoKysDJWVlXA6nT2ciah/Ok++HYj5kh7+/CDKOy1Ocvs5uchNihj0axEREQ1Xg5ZMmj17NmQyGcaOHYvCwkJMmDABMTExeOmll7B48WKcc845g3UpOgFWqxVtbW2QJKnbZFJFRQVe2WeHtVNc/7eLJyNSwxVJyJfT6YTBYEBjYyMaGhpgs/00x5ZSqURKSgpSUlKg0WiCWEsiGg5kMpk3oZySkoKGhgaUl5f7DX0lGqja2lqf14M9X9KOima8vMl3eNu0jChcM2fMoF6HiIhouBu0ZNL48eNx5MgRlJSUoKSkxNvzQAiBiy66CDNnzkRBQYH3Z/LkyT5PLSmwPL2S9Hp9lyvsGAwGfFXShN0NviuSLJ2ehtNzu56sm0YPl8sFs9nsHbLS2toKo9EIIYT3GLlcjpiYGMTFxSE+Pp7D14ioSzKZDAkJCYiPj0djYyPnSqNB5Vm11iMxcfAmw3a63Pjjuj3o8NEHlUKGh5cWQi5jj1siIhpdBi2ZdODAAVitVuzduxdFRUUoLi5GUVERdu/ejaamJnz33Xf47rvvvEkmmUzmt3QrBU5vQ9wOHCnDGwd8fx8JEWrctWhiwOtGw4tn0myTyQSz2QyTyQSr1eqTOPLQarWIiopCXFwcoqOjmUAioj7z9JRVKtnzlQZP555Jg5lMenVzud/qbbecPR458eGDdg0iIqJQMagTcGs0GkyfPh3Tp0/32X7s2DFvcqm4uBi7du3C4cOHB/PS1AO73e6dCLmrZJLZbMbLW2vRbPNNFty9aCL0Wgb5g81qtaKxsREmkwlCCGg0Gu/8Ilqtdkif0gshYLVavZPitrS0eOc76kypVHqHqURERECv13MIGxERDSudk0kJCYPTu7q21YrH/lfisy03MQLXzuXwNiIiGp2GZF1ez+ou559/vndbx/lVKLAaGxshhEB4eDi0Wq3f/u+KD+O/5b69kuaOjcOiguShquKoYDQaUVpa6v19dEWSJJ9hiAqFAhqNBmq1GhqNBlqtFnK5HC6XC2632+e/nh9JkqDVaqHT6aBWq72rKjocDthsNlitVlitVthsNm+vo851iIiIQEREBHQ6HcLCwqDT6aBSqThxNhERDWuBGua2+pP9MNp8J5VcfVE+lHIO0yQiotFpSJJJXVGr1cG69KjT0xA3m82GR7+pgrvj+H+5DH++cBITB4PE5XLh6NGjqKqq8iaR9Ho99Ho9ZDIZLBYLzGYzzGYzXC6XT6LVk/AJJJlMhoiICERFRSEqKgqRkZFQKIL21kBERHRCrFYrWlt9h6ENRjJpw6EGfFTku0rc0ulpmJkVM+BzExERhSp+YxzhXC4XmpubAXSdTPrn+n0oafaddPvG07KRzfH/g8JkMmHfvn0wGo0AgPj4eIwZMwZhYWF+xwohYLPZYLfbvb2JnE6ntyeR58ftdkMmk0Eul3v/2/H/hRAwm82wWCyw2+3eBJZSqfT2cPL0dtJqtYiIiGDyiIiIQl7nIW7AwIe52Zwu3PPhHp9teq0Svz8vb0DnJSIiCnX8BjnCGQwGuFwuqNVqhIf7JohaTFY8u6naZ1t6jBY3zR87lFUcVqxWK4xGIxwOBxQKhXcuo/720hJCoLq6GocPH4bL5YJKpUJeXh5iY2O7LSNJkjfRQ0RERP3TeYibSqVCVFTUgM754nelONrg20P4jnPzEBvOHvZERDS6MZk0wjU2NgIAYmJi/BIij3y6B61237l7/vyzfGiUo2dFLrfbjdbWVtTV1aGxsbHLyae1Wi3S0tKQnJzcp9XKHA4HSkpKvEFtTEwM8vLyOLSTiIgogLqafHsgQ/br22x4Zr3vgjFT0qOwfGb6CZ+TiIhopGAyaYRramoC0J7Q6Kii0YS3dvoGXWdPTMT8vMFZ9WQ4crlcMJlMPkvet7W1wW63e4+RJAlhYWFQqVRwOp0wGo2wWCw4dOgQysvLkZaWhtTU1G6HhTU2NqKkpARWqxWSJCE7Oxvp6emcf4qIiCjABnslt79/UQKT3eV9LUnA6sX5kMn4mU5ERMRk0gjmmdhZkiRER0f77Fv90W44O0yVpJBJ+MP5E4a4hoHncrlQX1+P48ePo7W1tctV1BQKBeLi4hAfH4+oqCifRJHT6URNTQ0qKythtVpx9OhRVFZWIi0tDYmJid6kU0tLC6qrq73zU2m1WkycOBGRkZFDdq9ERESj2WCu5Hawpg1vba3w2bZkWhryU/UnfE4iIqKRhMmkEczTK0mv10OpVHq376pswX8PNPoce+XJmRgT5z8pdKiyWq04fvw4jh8/DofD4d2uUqkQFhbmXe4+LCwMkZGRkMm6XtpXoVAgLS0NKSkpqKurQ3l5OcxmM0pLS1FaWup3vEwmQ2pqKrKysjipNRER0RDq3DNpIMmkB/6z32elW61SjlsX5J7w+YiIiEYaftsdwVpaWgDAr1fSo5/v93kdqVHg12eOG6pqBUzHHkKNjY3eXkhqtRopKSlITEyERqM5oSFnMpkMSUlJSEhIQH19PY4dOwaj0Qi32w1JkqDT6RAXF4fk5GRotdrBvjUiIiLqxWANc9tZ0Yz1B+t9tq2al40kPRfIICIi8mAyaYQSQniTSR1XMtlZ0YzvDjf5HPv/zhiLKJ1qCGvXdw6HA3a7HXa73fv/TqcTMpkMkiTB5XLBYrF450Jyu38auxcdHY3U1FTExsZ22/Oov2QyGRITE5GYmAi32+1NJvVlYm4iIiIKnMEa5vbEl4d8XseFq3DDvOwTrhcREdFIxGTSCGWxWGC32yGTyRAREeHd/vgXJT7HxYWrcOXsrCGuXfesVivq6+vR2NgIo9HoM0StLzQaDeLi4pCSkoKwsMAO25PJZIOWpCIiIqKB8axg6xEXF9fvc+ysaMbXnXol3XhaDsLUDJmJiIg64ifjCOXplRQZGentNbOrsgXflDT4HHfjaTnQqoLbq0YIAYPBgKqqKtTX1/tNkq1QKKBSqaBUKqFSqaBQKOB2uyGEgFwuh0aj8c6DpNVquXIaERHRKNQ5mRQbG9vvczzZRa+kFbMyB1QvIiKikYjJpBGqqyFuL3531OeYYAdILpcLdXV13vmHPPR6PeLj4xEdHQ2NRsOJrImIiKhXA00mHapt85sraTg8dCMiIhqO+C19BOo4X5Je376E7fEWC/6zu9rnuOtOzR6yAEkIAbvdDqvVCrPZjNbWVtTX13uHsXnmIkpNTfUZlkdERETUG4vFAovF4rMtJiamX+d4eVOZz+tonZK9koiIiLrBZNIIZLPZYLPZIEkSIiMjAQCvfV8OV6clbi+bmRHQetjtdjQ3N6OxsRFNTU1dzn+k0WiQkpKC5ORkqFTDcxJwIiIiGt4690oC+tczqcVsx/s7jvlsu3xWBnslERERdYPJpBGotbUVABAeHg6FQgGrw4U3t1T4HLNkeir0OuWgX9vlcqG2thZ1dXVoaWnxmf9IkiSo1WpotVqEhYUhNjYWUVFRnMSaiIiIBqSpyXelWkmSfIb69+atHyphdfy0IqxCJgV0gRLhcsF25AisxcWw7tsH4XBApguDLEwHWVgYZGHh0OTnQzNpIueCJCKiYYnJpBHIk0zy9Er6fG8NWiy+vYJWnjJm0K/b2NiIQ4cO+XQzDw8PR0xMDGJjYxEZGcnEEREREQ26zj2ToqOjvQuQ9EYIgbd/qPTZdv7kZCTpNYNWP2dzMyw7d8JSVAxLcRGsxbvhNpl6LadMT4d+8YWIWrwYytTUQasPERHRQDGZNAJ1Tia90ylAmjs2DmMTwgftemazGYcPH/YGciqVCmlpaUhISIBWqx206xARERF1pXMyqT/zJW0rb0Zpg29i56qTB2euJFdrK2r/9gAMH30EOJ39Lu+orETDU0+j4amnoZ02DdrJk6GekAfNxIlQjx0LiQ/piIgoSJhMGmHcbjfa2toAtCeTKpvM2HjEN8C6dGb6oFzL6XSioqIClZWVcLvdkCQJaWlpyMrK4gpsRERENGQGspJb54du2fFhmJ4ZPeA62Y4exbFf3AR7efmAzwUAlh07YNmxw/taHhuL8LlzEHbKKdCddBKUycmDch0iIqK+CMnHGaWlpXjhhRewatUqFBYWQqFQQJIkrF69uteymzdvxoUXXoj4+HhotVpMnDgR999/P6xWa4/l9u/fjxUrViA5ORkajQY5OTm49dZbvaumdaeqqgrXX3890tPToVarkZGRgRtuuAFVVVX9ueU+MxqNcLvdUCqV0Gq1+Nd238kkIzUKLJiYOKBrCCFQV1eHH374AeXl5XC73YiJicHMmTMxduxYJpKIiIiCaDTGSSeaTDLanPik02q3l85IH/A8RcaNG1G2bHmviSRlSgoizjsX0VdcAf3FFyPinHMQduqpUKb3/uDP1dgIw4f/xvE7fo/D88/A4bMXoObP98O4YSPcNtuA6k9ERNSbkPzW/8QTT+CJJ57od7m1a9fi6quvhsvlQmpqKtLT07Fnzx7cc889+Oijj/D1119Dp9P5lVu/fj0WLlwIi8WC+Ph4TJo0CQcOHMCjjz6KdevWYdOmTUhM9E/Q7Nu3D6eeeiqampqg1+uRn5+PI0eO4Pnnn8d7772HDRs2IC8v74TaoDsdh7gJAby73fdp2+KpqdAoT3xlErPZjJKSEjQ3NwNoX41t7NixiIuL4wSRREREw8BojJM6T8Dd12TSp8XVMNtd3tdymYSLp7bPTSSEgNtohKRUQqbp+/xJzW+9hZr7VwMul892Sa2GdsoUaAsmQ1tYCE1BAZQJCV2eQwgB6549aHn/fbR+8incP8Z3PXFUVqL5jTfQ/MYbkNRq6KZPh27WLOhmzoA2Px8SV80lIqJBFJLJpLi4OCxatAgnnXQSZs6ciRdffBHvvfdej2XKyspw7bXXwuVy4aGHHsKtt94KSZJQXl6Oc845Bz/88ANuv/12PP300z7l2trasGzZMlgsFtx888145JFHoFQq0djYiAsvvBAbN27Etddei48//tinnMvlwtKlS9HU1IQlS5bg1VdfhU6ng8lkwlVXXYX3338fy5Ytw86dOwd1UuqOyaTtFc043uL7JPHSGSc+xK2mpgYlJSVwuVyQyWTIyMhARkZGnye4JCIiosAbjXHSic6Z9GGRbw+onyXLoPj3e6j47ltYdxXBZTAAAFRjxiD8tNMQcdaZ0E6dCqmL2MfZ3Iy6Rx6B4b33/fZpJk5E2v893eehaJIkQTt5MrSTJyPx97+HadMmWPfug3X/flj37YOzurrH8sJmg2nTJpg2bWo/n0YD7ZQp0OTmQlIp4foxSaaIi4d2SiG0hYWQqdV9qhsREREQosmku+66y+f1W2+91WuZhx9+GDabDQsWLMBtt93m3Z6ZmYl//vOfmDNnDp5//nncfffdPk/PnnvuOdTX12PChAl47LHHvImT2NhYvPHGG8jJycEnn3yCHTt2YNq0ad5y77//Pvbt24fY2Fi8/PLL3id5YWFhWLNmDb755hsUFxfjww8/xEUXXTSg9uioYzJpzQbfQGN8YjgmpUT2+5wulwuHDh1C9Y+BS1RUFPLy8ji5NhER0TA0GuOkExnm1mC0YfOP80rmNpXj0pKvcErNXtR2cay9tBRNpaVoWrMG8uhohJ08GzK9HsJshrOlBa7GJlgPHgQcDr+yEeecg5QH/gbZCcZNMrUaEfPnI2L+/J/qU14O44YNMG3aDPO2bXD/mPTqjrBaYf7+e5i//77ra4SFIeKsMxG5cCHCZs9mLyYiIupVSM6Z1F9CCKxbtw4AcO211/rtP+WUU5CXlweHw4EPP/zQZ9/777c/XVq5cqVfD5yMjAycddZZAIB//etfXZa79NJLERER4bMvIiICS5cuBQC8++67J3pbfux2OywWCwBAFxaOTzvNAbCoIKXfQ9GMRiO2b9+O6upqSJKErKwsFBYWMpFEREQ0QoyEOOlEkkmf7alBTlMl/rbhOTz+7VM4pWZvn67lam5G66f/Qcubb8Hw4b9h+uZbWPfs6TKRFHvjDUj9+2MnnEjqjiozEzErViD9/57G+M2bMGbd+4j/7W+hLSwETqDHu9tkguHDf6Py+htQcuo8VN16G1o//RTCbh/UehMR0cgxKpJJFRUV3l41c+bM6fIYz/YtW7Z4tzmdTmzfvr3f5QDg+x+f/PS33EAYjUYAgE6nQ1FVG+rafCdfPH9y/1b5qKmpwY4dO2AymaBSqVBYWIgxY8YM6rA8IiIiCq6RECf1N5nktliAR/+GJ795AlMaDvfpGv0h0+mQ8vDDSPjNbyAFOG6SZDJoJkxA3A3XI+vttzB+8yakPvkEolesgDo3t9/ncxsMaP34Y1Td8jscXnAOGl9eA5fRFICaExFRKAvJYW79dejQIQCAWq1GSkpKl8dkZ2f7HAu0zx/g+PEpk2d/X8rZ7XZUVFT0qZznGkqlss/30522tjYAQHh4ON7u1CspLykCYxPC+3QeIQSOHj3qvYeYmBhMmDABKnZ5JiIiGnFGQpzkWRjEo6c5kxy1tSi9/kZMP3igy/2yiAiEzz8d4fNOg3ZyPlwGA4xff4O2r76C7UDXZbyUSujPPw9xv/oVVGlpPR8bIHK9HpELFiBywQIAgKulBebt22EpKoajphpwC8jCwiDsdtgOHoR1/35AiC7P5aypQd2DD6LhuecQs+JyxFxzDeSdepIREdHoNCqSSZ4AIyoqqtthXtHR0T7Hdv5/z/6+lDMYDHC73X0q53a70dra2uMTtOrqaqT1ISD51a9+hZNOOgnh4eH4717fp2wL+9gryeVy4cCBA6irqwMAZGVlISsriyu1ERFRvzz22GN47LHHej2uupeJhCnwRkKc5Dmfx4oVK/wegt1yyy341WWXofzqlXD9mMzqSB4fj9hrrkHUpZdCHh7ms09bUID4m38F+7FjMH61HrbSo5AkGSS1GvKoKMijoqBMToJ22nS/ssEmj4pCxJlnIuLMM7vc76irQ9tnn6H1k09hKSrq8hi3wYCGZ55F81tvI+bqqxG15GIo4uICWW0iohEv1GOlUZFMslrbVzTrqWeN+scVLDxzDnUs11PZgZbrXLYrbrcbVVVVPR7T8TzVFhlqWn1XcTs3P6nX8na7Hbt370ZraytkMhlyc3ORlNR7OSIios5aW1v79NlFwTcS4qTO6uvr/bZZ6+tRvnIlHJ0SSRa5CjtPuxjX/P33va5opkpLQ8xVV/Z4TKhRJiQg5qqrEHPVVXBUV8P4zTcwfPQxLD8OYezI1dSE+r//HfVPP42IM89E5DkLoJ02HYqEeD54JCLqp1CPlUZFMkmj0QBoT5Z0x2Zrn1+o48TSnnKesh1f96dcT9frXLYrMpkMyb0sJSuXy70B2bYq36ArLVrb6xA3k8mE4uJiWK1WKJVKTJo0qdunhURERL2JjIxEampqr8d11auEhtZIiJM6/w0lJSX5TAguA3Dqlq1wHD/uc9yxsDj8afbP8Zufn91rImk0UCYnI3r5ckQvXw7zjp1ofPFFGL/6yv9AhwNtn32Gts8+AwDIo6Ohzs2FJjcX6rw8aPJyocrOZpsSEfUg1GOlUZFM8iRFWlpaIITo8smJp/t1xwRKx/9vbm7uMqHTVTm9Xu8NbDqP4e9cTiaTITIyssf6Jycn49ixYz0e09zcjF27dkGj0eCbogafffNzE3p8WtTY2Ih9+/bB6XRCq9WioKDAu0QvERHRibjllltwyy239HpcWlpaSD+VGwlCPU6Kj49HbW2tz7bS0lKfpFXD8y+gvtNQgoqIBNwx5xdo0UTgtPHxPV5jNNJNmwrdM/8H26FDqPv7410nlX7kam6G+fvvYf5xYnUPRUICdCedhJirr4J28uRAV5mIKKSEeqw0KpblGjduHID2p1zHOz2R8jh69KjPsUD7fEGeCR89+/tSTqVSISMjo0/lOl5jIDwruUkqHXaU+wZm8/O6DpCEEKisrMTu3bvhdDoRFRWFadOmMZFEREQ0ioR6nCQ6TR6tUql8ez8dq0LDM8/4HNOgicSdp9yAFk0ECtL0iI9gD5ruqMeNQ/oz/4esd96G/uKLIXXRA607zro6tH78McouXYbahx6Gu4feb0REFFpGRTIpIyPDO/fPxo0buzzGs33WrFnebQqFAtOmTet3uY6v+1vuRHlWctvfDLg6xFRqhQwnZ/tPkOh2u1FSUoLDhw9DCIHk5GQUFhZyxTYiIqJRJtTjpM5d//V6vc/r+r//HaLDPE1uSPjLSVehSdt+3PzchF6vQe2TkKf89S8Y983XSLr3HoTNnQuprw8ghUDTP/+JskuXwXb4cO/HExHRsDcqkkmSJOGiiy4CALz00kt++zdt2oQDBw5AqVTiZz/7mc++iy++GACwZs0auFwun30VFRX44osvAABLlizpstw777zjTfR4tLW14d133wUAXHLJJSd6Wz48PZO2VftOvH1yTiy0KrnPNqfTid27d+P48eOQJAk5OTnIzc2FTDYq/hyIiIiog1CPk3pKJtmOHkXrp5/67P9kzMk4EJPlfT0/j8mk/pDr9Yi+7DJkvPgCcrf9gJzPP0PqE08g7qabEH7mmVD2MP+H7cABlC65BA3PPQdXS8vQVZqIiAbdqMke3HbbbVCpVPjvf/+Lhx9+2Nslury8HD//+c8BANddd53f6mU33ngj4uLisH//ftxyyy1wOBwA2ucZuvzyy+F0OnHeeedh+vTpPuWWLFmCvLw8NDY24pprroHZbAbQPtH1Nddcg8bGRuTn52Px4sUDvjeXywWz2QwhBDaXGnz2dX7a5nA4sGvXLjQ1NUEulyM/Px8ZGRlcgYOIiGgUC+U4qfMwt47JpMZ//APosN+l0eK1Ced4X8eGqVCQ6tuTifpOksmgysxE5DkLEH/zr5D+f09j7JdfYPy2bRjz4QeI//XNkDoNUxQ2G+offwKHTjsdx++4A+YdO/x+h0RENPxJIgTfvTdu3IgLL7zQ+9poNMJms0Gn0/ms+LFz506kp6d7X7/66qu45ppr4Ha7kZqaioSEBOzZswcOhwPTp0/HN998g7CwML/rffnll1i0aBGsVivi4+ORkZGB/fv3w2w2IysrC5s3b/YLrgBgz549mDdvHpqbm6HX6zF27FgcPnwYBoMBMTEx+O677zBx4sRu79Mz0VZqamqPE3AbDAbs2LEDtVY5fv+N79O9b247HZmx7ffkcrlQXFyMlpYWKJVKFBQU9DqpJRERUSD19bOO+m60xUl6vR4Gw08P08444wx8+eWXcDY04NDp8wGn07vvh1MuwD0Jp3lfXzQ1FX9fNqX3RqUTZj14EMdvvQ22Q4e6PUZTWIDYn1+LiLPOhCSXd3vcQLiMJthKSmD+4QdYdu6Es74eklYDVWoaNIUFCJs5E6qxY/mAlYiGneEaK4Xkam4OhwONjY1+281ms/fJFgC/7tZXXXUVxo4di7/97W/YtGkT9u3bh+zsbFx22WW44447ulzSFgDOPPNMbNu2DatXr8ZXX32F3bt3IzU1FRdddBHuuusunxVKOsrPz0dRURH+/Oc/4z//+Q92796N+Ph4XHrppbjnnnuQlpY2gFb4iWeI2+E23w/ftGitN5EEtHc3b2lpgUKhwJQpUxAeHj4o1yciIqLhY7TFSd0Nc2v513s+iSRJrcYLSbOBDofPGes/ryQNLk1uLrL+9S7qHnkUza+91uUx1qJiVP3611CmpyP68suhX3whFN383fSVq7UVho8+gnnLVlj37oWjm5WQLNu2w/DhhwAAeWwslMnJUMTGQpmaAu2UKQg7+WQo4rnaHxFRZyHZM2m06GsG8uDBgzh+/Die3y9hc4XJu/3SGWl46JJCAO3dxrdt2wa3241JkyYhIYHzAxARUfAN16dtNPx5/nbCw8O9D9YAYOXKlfjnSy/hyFlnw9FhdTr3OQuxUDvf5xybfn8GUqK0oKFh3bcPjS++iNb/fQH8OCSyO/KoKCiSkqBITIAyIRGKhAQo4mIhj46BPDoa8ugoKGJjIY+J8elN5GxsRNOrr6F57Vq4O/xdDIQ6Nxe6WSch7KSToJsxA/KoKJ/9brsdklLJXk1EFBDDNVYKyZ5J5MtoNMLlFijqNPl2x6dtR48ehdvtRlxcHOL5dIWIiIhGiK56JlmKinwSSQBQNO0MYP9Pz1DHxIUxkTTENBMnIvWxx5DY2AjDunVofuNNv9+Th6ulBa6WFtgOHOjxnDK9HuqxY6FMTIDL0ArzDz9A2O2DWm/bwYOwHTyI5ldfAyQJ6vHjoUxOhrOuDvZjx+BubYU8Jga6k05C+KmnIuzk2VAkJzO5REQjGpNJIU4IAZPJhLJWN8wO32Dq5OxYAO2rojQ0NECSJGRnZ/ODjYiIiEaMrpJJbT+uIuehysnB585YAA3ebSfnxA5F9agLithYxF53HWJWrkTrZ5+j8Z8vwbZv/wmdy20wwLJ9Oyx9OVgmgzonG7pZs6HJy4XLaIRt/36Ytv4AZ3V13y4ohDe51JGrqQltn32Gts8+AwBIOh1UWZlQZ+cg4pwFiDjjjIDNB0VEFAxMJoU4q9UKl8uFA82+oxXHJYQjIbJ9boPy8nIAQEJCQpcTZxIRERGFqs4zNkRGRqLtv//12aY780xsLWv22TYnh/MlBZukUEC/aCEiF54Py44daF67Fm1ffDl4PYskCRFnnYXw00+HZuIEqLKzIVOr/Q4TQsBRUQHrwYNwGQxw1tXBuncfzFu3nvBQOWE2w7ZvP2z79qP144+hmTwZyX+6D5oeJpUnIgolTCaFOM8cAZ2TSaf8+LTNYrGgoaH9KVxmZubQVo6IiIgowDr3TAqz2+Eor/DZVjXpJFjWt/hsm50dE+iqUR9JkgTd9OnQTZ8OYbfDXlkJR00NnDW1cNbVwlFbC2dDA1z1DXC1tMDZ0gJ3hxX8/CiV0C9ahNhV10Gdnd2n66syM6HqFCsLhwOW4mKYtmz5cRW4XRBWazdn6Zl1926ULr0USXffhejly0/oHEREwwmTSSHOZDLB4RY42Og7ieEpP86XVFVVBSEEYmJi2CuJiIiIRpzOySTNcd/hSoqkJGyQxQFo8W6bkByJ2HD/HioUfJJKBXVODtQ5OT0eJ5xOOGpqYCspgb28Aq6mJkgaNVSZWQibc8qAV4MDAEmp9Ca5AEDY7bDs2QPLzp1wmy1QxMdBmZ4OuT4KtgP7Yfz2O5g2b4a7ra3rE7pcqLnvT3DW1SHuV7/i1BNEFNKYTApxJpMJZQY3Ok6XJEnA7DGxcLlcqKmpAQCkpqYGqYZEREREgdN5mJu60rdXUtjJJ2NbeYvPtlM4X1LIkxQKqNLSoEpLG7prqlTQTZsG3bRpfvu0+ZMQdcklEG53+8TcZWWwHTqM5rVrYS8r8zm24ZlnISmViPvFLwJST+F2w3boMMxbvof5hx/gbGyCIiEB2imFiDj9dKiysgJyXSIaXZhMCnFGoxElzb5P5HITI6DXKVFTUwOHwwGtVouYGHblJiIiopGnc88k5aHDPq81M2dixy7f+ZJmZjEuosCQZDIok5KgTEpC2OzZiFp2KRqefBKNL77kc1z9E09CUmsQ+/NrBnxN4XbDXlYG85YtMH2/BeatW+FqbvY7ru2zz1D3wIPQzZqFqKVLEbHgbMhUqgFfn4hGJyaTQpjL5YLFYsGhZpfPdk+A5OmVlJSUBJlMNuT1IyIiIhpqGrMZ6DDJclXWJJi3HvI5ZkbWwIdAEfWFTKVCwq23QpmWjpr77vPZV/fQQ5DkMsRcfXWfzyeEgO3AARi/2wDbgf2wVx6D/cgRuM3mPp/DvGULzFu2QBEfj9gbb0DU0qVMKhFRvzGZFMLMZjNcbjcOtfg+kZuRFQ2r1YqWlhYAQGJiYhBqR0RERDT0dB0eoCkzMrDZrPTZnx0XhjjOl0RDLHr5MgiXE7X3r/bZXvu3B+C2WBB7ww1dzqEkhID96FGYf/gB5h07YNq8Ga76hkGpk7O+HrX3r0bjSy8h/qaboL/wQkhKZe8FB8Btt8OyYwfslZWAyw15TDSUKalQJicBbjeE0wlFQgIkuTyg9SCigWMyKYSZTCZUmwTMTt/tM7JiUFdXByEE9Ho9tFptcCpIRERENMQ6JpN0J83E9nLf4T7TM9kriYIjZsUKCKsVdQ8/4rO9/vEn0LR2LRRR0ZC0WsjCdFDEx0NYrDDv2nnCySNlaip0s2ZBnZMDW+lRGL/4Eq4fHzZ35Dxejeq77kbD8y8g/v/9EpELFw5aMsdtMsFaUgLHsSqYNm9G2xdfwN3a2mMZWWQk9IsWIvaGG6FMTBiUelDvhBAQNhvcRiNcbW1w1tfDvG0bHOUVkHRaaAsKEX7aPCg4fQr9iMmkEGYymXCo03xJKXoNUqO0+OFQLQD2SiIiIqLRRdshmaSdMgU/HGzy2c/5kiiYYq+9FsLlRv1jj/lsd9U3DLjHkSIxEbpZJyFs1mzoZs2CKs13AR73Pfeg7X//Q8ubb8G8bZtfeUdFBY7ffgdqH3gQ4WfMR+zVV0M9btwJ1cV+rApNL7+Mlvfeg7Ba+1XW3dqK5jfeRMu6DxCz8mpELVkypBOtd+RsbIRl5044qqognE6oxoyB7qRZkIeH9irZQgjYSkrQ+tlnsO3bD3tlZfs92mzdlml58y1ALkfY7NmIPP88qMeNgyw8HLLwcMjDwyFptVyhcJRhMimEWSwWlHSaL2lGVgyMRiOMRiNkMhkSEpjNJyIiotFBKUlQdfgyY8gYh7ptx3yO4XxJFGxx16+CTKNB7V//esLnUGZkIGzOKVCPGwdVegbU48dDkRDf45d5mUoF/cKF0C9cCNPWrah/8klYtm33O87V1ATDv96D4f110C9ejLgbrocqM7PXOgkhYN23D02vvILWTz4FXK5ey/R4PosFjc8+h8Znn4N2xnREX3YZIs87D9IQzAVrPXgQDc8+h7bPPwc6rRgpqdUInzcPMdes7HJlv+HMXl4OwyefoPWTT2E/cqT/J3C5YNq4EaaNG/33KRRQ5+RAO3UKwk8/HeGnnAKJc3GNaEwmhTCz2dzF5NvRqK1t75UUExMDZYDHPRMRERENF9oOX6QlrRbbEQXgp2RSbJgKY+JCu0cBjQwxV10JZXoa6h58CPaysl6PVyQmQjdzJnTTpyHs5JOhysoa0PXDTjoJutdeg2njJtQ/+SSsxcX+B7ndMLz/Pgzvvw9lZgaUKSlQJiVDmZra/pOSAnl0FBzHj8O8ZSvavvgCjsrKPl1fnZcHmVoNZ309HDU1QKdVGTuzbNsOy7btaHr1VSTfdx80EyacyG33ym2zof6xv6Pp1Vf9kkgewmZD2//+h7b//Q/6xYuRcMftUES3J6mFELAfPgxHTU17Lx9JgqO6BpadO2EvK4Ow2yDpdO3tmJwMZXIS5LFxkOv1UOeOh3KQOwI46upg2bULlh07Ydq8GbaDBwf1/D6cTtgOHoTt4EG0vPU2ZBERiDjjDERfsQLayZN7LS6EgNvUPpF8qPf8Gi2YTApRbrcb1S0mNHTqNTo9Mxr1FfsBgL2SiIiIaFTpOF+SZuJEbK/ynZtlRlY0h2HQsBExfz7CTz8d9iNHYK+ohNtkgrBZ4TIY4Kyrh9tqhWbCBITNngVlZuag/+1KkoTwuXMQNucUGNd/jYZnnoF1z54uj3WUV8BRXnHC11KmpUGdkwPd7NmIPPccKJOTvfuEwwFnUxMklQpuoxGNzz+Plvfe7zLBZC0qRunSSxH/y5sQu2oVJMXgfZ11VFfj2M2/hnX37j6XMXzwAYzffgv9z34Gl8EA08aNcNbV9VrOWtRF8g6ApqAAEWefhbBZs+A2mWD+4QeYtmyFvbQUsohwqFJToUxNgzwmBvKoKChiY6BITGqfW0qhhONYJax79sCyZy+sxcVwHD/e53vpTFIqocrJgW7aVDjr62HcsBHCYulzeXdbGwwffgjDhx8ibN6pCDv5FLjbWuFqM0KSySCLiIA8OgrO2jpY9+2Ddc8e75xe8thYaPLyoJmcD0VMLCCXQR4ZCc2kfKjGZPF9fJhgMilEWa1WHGn2nXk7TCVHSpiEWosFMpkMsbGxQaodERER0dDrmEzS5uejqLLFZ/+0DA5xo+FFkiSox46FeuzYoNYh4oz5iDhjPuyVlTCsW4fGNa9AmM0DO69Wi+hLlyLm6quhTEnp/jilEkrPPK/R0Ui+/35EX3klmte+gbbPPoPLYPAt4HSi/okn0fbVeiTecTu0U6acUFLJ1dICe1kZ7OXlsBQVw/DBB3B3cc+SVgvNpImAACxFRYDT9zuYq6kJTWvW9Pv6XbEWF8NaXIz6rurb1DSghF5XFMnJiDznHKjzcqFKT4ciLq59HqSICMg6DVFzm80wfv01DJ9+CmtRMVytrT3OsdSR6dvvYPr2uz7Xy9XY2O1wOtWYMYi+YgWili71qyMNLSaTQpTZbEapwTdbn5+qR1Nj+8R9sbGxUAxipp6IiIhouAvrkEySjR2HgzvbfPYXpEUNcY2IQosqPR3xN9+M6MsvR+M/X0bLv/7V6+prnSlTU6G/6CJEr7jcO/yrvzTjxyP5T/ch6Y9/QNsXX6D+iSdhLy/3Oca6ezfKr7gSkkoFRVISFHFxUGVmQltYCEViApSJiVBlZkIW9tOQKbfVirYvvoTh/fdg2vx9t0PZAEBSqRC7ahVirr4K8shIAO0JqJYPPkDDU0/DbTKd0L0FmzwmBpHnnoPIhQuhnTq1z3NQyXQ6RJ5/PiLPP9+7TdjtcJlMcBuNcNbWwrxzJ4xfrYdl585AVR/20lLU3r8aza++hsQ//gHh8+YF7FrUM2YbQlRXyaSCND3q69vz2PHx8cGoFhEREVHQdOyZdEyfBKe7xftakoDJafog1Ioo9Cji4pB4+21IuOW3sO7bB3t5OZx1dXBUHYejqgqO41VwVB2H22yGLDwc6rxc6GbOROTZZ0M9YcKgDUOSVCpEnn8+ws86Cw3PPovG51/wm9hb2O1wVFTAUVEBy44dMKxb99NOuRyaiROhycuDq6UFps2b4TYae72uMiMDaU8/Bc348T7b5VFRiF25EpHnnYeaP/0Zxq++6rK8PDa2PYklBCS5HJrJk6GbNhWyiEi4Wg1wVlfDUV0DR0013AYDHMerA5ackoWFQVtYAO3UaQg7efYJ9+TqiqRSQaFSAdHRUKWnQzdjBuJWrYKjthaGD/+Nppdfhqu5eVCu1Zm9vByV19+A8PnzkXjn76HKyAjIdah7TCaFKJPJ5JdMyo3XwGyq5RA3IiIiGpV00k/JpD2yKAAt3tc58eEIVzP0JeoPSaGAtqAA2oICv31CCMDlGtR5i7ojU6mQ8OtfI2L+fBy/4/ewl5b2raDLBevu3X2fB0mSoL/4IiTefjvk+u6Tz8rERKT939OwbNuGtvVfw1FV1d5WhQUIm3tqv+f1EXY7TFt/QNv//gfTpk1wVFVBptFAmZWJsJNPhnZyAYTLCUflMThqquEyGOBqaYGzvh7OmlpvgkxSKqHOzYUmfxK0kydDkz8Z6rE5kOTyPtdlMCgTExF3/SrErLgcze++C9PGTRAWC+TR0ZDpIwGXu/0empshj4yEetxYaPLzocnLg3AL2EpKYN2zG9ZDhyBsdginA47yCjjr/QcAGtevh2nTJiT+/g5ELV/O+ZSGED9RQ1RpfRtMvsN1kaJ2wGZqX8WNQ9yIiIhotPH0TFIkJWFno8NnXwF7JRENKkmSgCH+zqEtKMCYde+j+a230PLOu7AfPTqwEyqVUKWkQJWVBe3UqYg4ZwHUY8b0qagkSe0r7M2cObA6oL2HT/jcOQifOwdAe6KuP0kRt8kEIQRkOl2fh60NBVlYGGJXrkTsypX9KqfOHoPIc8/x2SaEgHnLVtT//e/tc1d13GezoeZPf4Zpy1Yk3/9nyCMiBlp16gNmHELUvhrf7pnROiXk1hYAHOJGREREo5NW1v7lS52djaJjLT77CjlfEtGIINNovAkKZ3Mz7EePwlnfAEdNNSy7iuCorISzoaF9VbVu5kQKO+Vk6C+6GBFnnwWZRjPEd9C7/vau6Tgv1EglSRLCZs+C7s03YPjgQ9Q9+ihcjY0+x7R99hmse/Yg9e+PQTt5cpBqOnowmRSCHA4HDjX5Pm2blBwBs9kMSZI4xI2IiIhGJU/PJCkzC0cbfOcfYc8kopFHER0NxfTpXe5zWyywFBXB/MM22EtLIY+OhmbSJITNmQNlYsIQ15QGiySTIeriixBx9lmof/wJNK9d67PfcewYyi5fgcRbf4foq67isLcAYjIpBFksFpS2+E48lxPd/quMjo6GUqkMRrWIiIiIgsqTTKqLjIew/LRdIZMwITkySLUiomCQabUImz0bYbNnB7sqFADyiAgk3X0XwubMwfE774TbYPhpp8OB2r89ANOWrUj5618gj4oKWj1HsuEzoJL6zGw2o6LNt8tmiqZ9AiX2SiIiIqLRyjMBd7nCN3GUmxQBjXJoJ6AlIqLAizhjPrLXvQ/t1Kl++4xffYWjF10M846dQajZyMdkUggqq2+D1bdjEuLk7Y/fmEwiIiKi0crTM2mf8J0/ZFIKeyUREY1UypQUZL76CmKvv95vn7O6GuVXXomW99cFoWYjG5NJIWh/davP60i1HNFqICwsDFqtNki1IiIiIgouTzJph9V3Ql0OcSMiGtkkpRIJt/wW6S+8AHlMjO9OlwvVf/gDGl96CaKbSdmp/5hMCkEldb4TSmZGKSFJEmI6/6MhIiIiGkV0MgmyyEjsMbh9tuclMZlERDQahJ86F2PWrYPupJP89tU9/AgOzz8Dx++6C6atW4NQu5GFyaQQdKTR6vM6WdseMHGIGxEREY1mWpkM7oQk2F2+yaQJyRFBqhEREQ01ZWICMl7+J2KuucZvn7OmBoZ/vYeKq65GxXWrYCstDUINRwYmk0KMy+VCWYvDZ1tqGKBQKKDXc8lbIiIiGr20kgzGqDifbcl6DaJ0qiDViIiIgkGSy5F4x+1IuO3Wbo8xbdiA0sUXofHlNRAuV7fHUdeYTAoxTa0m1Ft8t6VHSIiKioJMxl8nERERjV46mQx1Gt+Ha5wviYho9Iq99lqkPfsMVDk5Xe4XNhvqHnwQ5VdexV5K/cTsQ4jZe6wJHacMk0lAargMUVFRwaoSERER0bCgliQcg+9iJHlJHOJGRDSaRcyfj+yPP0L2Jx8j4bZboYiP9zvGsmNHey+lNeyl1FdMJoWYvVUGn9eJOhlUcgnR0dFBqhERERHR8KCRSTjs9B3Sxp5JREQkSRLUOTmIvfZa5Hz2H0RfdSUgST7HCJsNdQ88iPKrroa9rCw4FQ0hTCaFmEN1Rp/XaeESlEolwsLCglQjIiIiouFBLclQIdgziYiIuicLC0PSH/6AzFdfgTI93W+/Zft2lF68BK2ffRaE2oUOJpNCTGmT74RJqeEyREdHQ+qUVSUiIiIabTSShGbNT8kjpVzCmDg+cCMiIn+6mTOR/eEHiL7iCr99brMZVb/5LarvvQ/2iopuzyGEgLOhAa6WFgghuj1uJFIEuwLUP5Utdp/XKeES50siIiIiAqCWydCs/imZlBUbBoWcz06JiKhrMp0OSXf9ERFnn43qP/4RjmPHfPa3vP02Wt5+G4rERKjHj4c8IgKSRgO30Qj7sUo4ysrhNpsBAIqkJITPPx2xK1dClZkZhLsZWkwmhRCjzYkmq2+2MymMk28TERERyQEoJQkt6nDvtpz48O4LEBER/Shs1knI/vAD1Kz+Cwzr1vntd9bWwllb2+M5nDU1aHnzLRjeex8Jt9+OmCtWBKq6wwIf1YSQkuoWn9cSgPQoNXQ6XVDqQ0RERDRcqCUZrGodHHKld1tOAoe4ERFR38jCwpD8178g6U9/gqRS9V6gG8JuR+3q1ah7/PHBq9wwxGRSCDlY7buSW7xWQly0nvMlERER0ainkfnOlwQAYxPYM4mIiPpOkiREL7u0fcW3yy+HPDb2hM/V+Nw/0PTKK4NYu+GFw9xCSElNq8/r5HAJkZFc7paIiIhILUloUPj2ROIwNyIiOhHKlBQk3XM3Eu/6I+xHj8K6/wAcVcfgtlghrFZIKhWUqalQpqdBPWYMXEYjWt79F5pfe83nPLV/ewDy2DjoFy0M0p0EDpNJIeRovcnndXKYDHq9Pki1ISIiIho+NDIZ2lS+Q/+ZTCIiooGQZDKox46FeuzYHo9TAkj64x+gHj8ONXff47Pv+J13Qh4VhfC5cwJY06HHYW4hpLTJ4vM6OVyGiIiIbo4mIiIiGj3UkoQ25U/JpGS9BmFqPjclIqKhE710KeJ/+1vfjQ4Hjt18MyzFxcGpVIAwmRQinC43qgx2n21j48Mhl8uDVCMiIiKi4UMjyWBUab2vOV8SEREFQ+z1qxB9xRU+24TZjIpV18P0/ZYg1WrwMZkUIiqazHAJ3215KdHBqQwRERHRMKOWSTAqf0omcYgbEREFgyRJSPzDnYg8/3yf7W6DARXXXYfmt98JUs0GF5NJIaK0wXe+pHAlkJbAZBIRERERAGgkCW0dkknZ8WE9HE1ERBQ4kkyGlAf+hrA5neZJcjpRc++9qLl/Ndx2e9eFQwSTSSGirFMyKTGM8yUREREReaglGYwdJuDOimUyiYiIgkdSqZD21JMIP+tMv33Na9eibNlyWHbvDkLNBgeTSSGitL7N53WiTgatVtvN0URERESji1bmOwF3Zqyuh6OJiIgCT6bTIe3JJxG7apXfPtv+/Si7dBmO33EHrPv2QbjdQajhieMSFyGirMHo8zotSgNJkoJUGyIiIqLhRS3J0PzjBNxymYSUKD50IyKi4JNkMiT87haocrJRc8+9EB2HtwkBw4f/huHDf0Ou10MzpRCRCxZAf8EFkFSq4FW6D9gzKURUNFl8XmfFcVJJIiIiIg9Nh55JqVFaKOUMc4mIaPiIWrwYWe++A9XYnC73uwwGmL75FtV/vAullyyF7ciRIa5h//BTNkQcb7X5vM5JjAxSTYiIiIiGn/Y5k9p7I3GIGxERDUea3Fxkv/8+4n93C6Qepq2xlZSg9JKlaFn3wdBVrp+YTAoBLreAs9PwydzU2OBUhoiIiGgY0kgSTD+u5pYRw2QSERENT5JKhbhVqzD2yy8Qd9NNUKQkd3mcsFhQfeedcBkMQ1zDvmEyKQS43MLntVoOpMfrg1QbIiIiouFHplDCLbWHtuyZREREw50iJgbxN/8K4776CmO/+hIpDz8M9fjxfscJqzUItesdk0khoHMyKSlcAblcHqTaEBEREQ0/kuKniUozYsKCWBMiIqL+UaakQH/BImS98zaili0LdnX6hMmkEODslExK1Q/vWd2JiIiIhpqsQzKJPZOIiCgUyTQaJP/pPqT+/THIwof3oltMJoWAzj2TMjkPABEREZEvhdr7v0wmERFRKIs87zyMWfc+dLNmBbsq3WIyKQQ43b6zb4+JjwhSTYiIiIiGJ6Fs75kUH6GGTqUIcm2IiIgGRpWejow1L0MeOTznS2YyKQS4O/VMyk6MDFJNiIiIiIYn9489k9Kju19qmYiIKJRIkgRJqwl2NbrEZFII6JRLQlbC8MxMEhEREQWLW9kebKdGc4gbERFRoDGZFIJSoxgkEREREXXk/DGZlBI1PJ/gEhERjSRMJoUYvVoGrUoe7GoQERERDSvenklRHOZGREQUaEwmhZikSHXvBxERERGNMg4mk4iIiIYMk0khhl23iYiIiPw5le1JpBQmk4iIiAKOyaQQkxYTFuwqEBEREQ07DhWTSUREREOFyaQQkx4bHuwqEBEREQ07DpUO4WoFIjWKYFeFiIhoxGMyKcSkc7lbIiIiIj92lRapUVpIkhTsqhAREY14TCaFGHbdJiIiIvJnU+o4tyQREdEQYTIpxDCZREREROTPqdYyTiIiIhoiTCaFEJVcQmyYKtjVICIiIhp2HAomk4iIiIYKk0khJClSDZmM8wAQERERdaSUJNgVKqRFM5lEREQ0FJhMCiF82kZERETkTwkJdrkSyXrGSkREREOByaQQkhzFldyIiIiIOlPJJNjkSiRFcgJuIiKiocBkUghJZIBERERE5EcltfdMSohUB7sqREREowKTSSEkkQESERERkR+VJEEbpoVGKQ92VYiIiEYFJpNCCHsmEREREflTSDIk6hknERERDRUmk0IIeyYRERER+VPIZHzoRkRENISYTAohCREMkoiIiIg6U0gyxklERERDSBHsClD3jEajz+v4CPZMGmyPPfYYWltbERkZiVtuuSXY1Rlx2L6BxzYOPLZxYHk+6zp/5hH1puPfjEIm5+TbAcD3v8BjGwcW2zfw2MaBN1xjJUkIIYJdCeqaXC6H2+2GPDwW+be+gV33Lgh2lUactLQ0VFVVITU1FceOHQt2dUYctm/gsY0Dj20cWJ7POplMBpfLFezqUAjx/O0AQGFEFH7znx1YOWdMkGs1svD9L/DYxoHF9g08tnHgDddYicPcQgTnSyIiIiLqmlwu55xJREREQ4jJpCHw6aef4qyzzkJMTAzCwsIwbdo0PPXUU96naX2RwACJiIiIRqiBxkoymYKxEhER0RBiMinAHnjgASxcuBBffvkloqOjMXbsWBQVFeHmm2/GRRdd1OcgiU/biIiIaCQajFhJLlewFzcREdEQYjIpgDZv3ow//OEPkMlkeOONN3DkyBEUFRVhx44dSExMxL///W889thjfTpXAiffJiIiohFmsGIlmUzBhUqIiIiGEJNJAbR69WoIIXDdddfhsssu824vLCz0BkYPPPAAHA5Hr+dizyQiIiIaaQYrVpIrFFAr5AGtKxEREf2EyaQAaW1txRdffAEAuPbaa/32L126FJGRkWhsbMT69et7PR+7bhMREdFIMpixkkrFOImIiGgoMZkUIDt37oTdbodGo8G0adP89iuVSsycORMAsGXLll7Px0kliYiIaCQZzFhJpVIFpI5ERETUNSaTAuTQoUMAgIyMDCgUii6Pyc7O9jm2JxzmRkRERCPJYMZKag17JhEREQ2lrj+5acCam5sBANHR0d0e49nnObYzz+olLlMzMuIiACF6vGZERATCw8NPpLqjVnV1tfe/aWlpQa7NyMP2DTy2ceCxjU+M0WhEW1tbr8d5Puv6uropjRwDjZU6/s18tmc75PKe50xinNR/fP8LPLZxYLF9A49tfOJCPVZiMilArFYrgJ67XavV7U/RLBZLl/slSYIQAhBuuF29X9NgMMBgMPS/sgS3242qqqpgV2PEYvsGHts48NjGgSVJUrCrQENsoLGSN04CYHM5e70e46QTx/e/wGMbBxbbN/DYxoE33GIlJpMCRKNpH5Zmt9u7PcZmswEAtFptl/u1Wi0sFguEEJDJeh+RyCduREQ0XPTnaZskSd1+FtLINdBYiXESERGFslCPlZhMCpDehrB13Ndd926TyTT4FSMiIiIaBgYaKzFOIiIiCh5OwB0g48aNAwBUVFTA6ey66/XRo0d9jiUiIiIaLRgrERERhS4mkwJk6tSpUCqVsFqt2LFjh99+h8OBH374AQAwa9asoa4eERERUVAxViIiIgpdTCYFSGRkJM466ywAwEsvveS3/91330VraytiY2Nx+umn++z79NNPcdZZZyEmJgZhYWGYNm0annrqqWE3e3uwCCGwYcMG3HbbbZg9ezaioqKgUqmQkpKCJUuWYP369T2W37x5My688ELEx8dDq9Vi4sSJuP/++70TgXZn//79WLFiBZKTk6HRaJCTk4Nbb70VLS0tg3h3w9ddd90FSZIgSRJWr17d7XFs3/5xuVx44YUXcNpppyEuLg4ajQaZmZlYvHgxPvzwwy7LsI37rq6uDrfeeismTZoEnU7nve/rr78ehw8f7rYc27hdaWkpXnjhBaxatQqFhYVQKBS9vgd4DHUbVlVV4frrr0d6ejrUajUyMjJwww03cDLQYYyxUuAwVgoOxkqBwVgpcBgnDdyojpUEBcyGDRuEJElCJpOJN954w7t9165dIjExUQAQDz74oE+Zv/3tbwKAACCys7NFQUGBkMlkAoD42c9+Jlwu11DfxrDzxRdfeNtIJpOJ8ePHi6lTp4rw8HDv9rvuuqvLsq+//rqQy+UCgEhNTRVTp04VSqVSABAzZ84UJpOpy3JfffWV0Gq1AoCIj48X06ZNEzqdzvt7qqmpCeQtB92+ffuESqXytu/999/f5XFs3/5pamoSs2fPFgCEJEkiNzdXTJ8+XSQnJwsAYsmSJX5l2MZ9d+DAAZGQkCAACKVSKXJzc0V+fr7QaDQCgNDpdOLrr7/2K8c2/smvf/1r77/7jj/dvQd4DHUb7t27V8TExAgAQq/Xi2nTpgm9Xi8AiNjYWLF///4BtwUFBmOlwGCsNPQYKwUGY6XAYZw0OEZzrMRkUoCtXr2624Bn4cKFwul0eo/dtGlTrwHVww8/HIzbGFb+97//ibFjx4pnnnlGNDU1ebfbbDZx5513etv7o48+8ilXWloq1Gq1ACAeeugh4Xa7hRBClJWVidzcXAFA/PKXv/S7Xmtrq4iPjxcAxM033yzsdrsQQoiGhgYxZ84c7+9ypHK73eLUU08VYWFh4owzzuj2zZHt2z8ul0vMnTtXABAXX3yxqKys9NlfWVkpvvnmG59tbOP+OfPMMwUAMWfOHJ/2bWhoED/72c8EADFmzBhvOwrBNu7s/vvvF4sWLRJ//vOfxX/+8x+xZMmSXgOkoW5Dp9MpJk6c6P1S4Qm+jEajuPjiiwUAUVBQwATDMMZYafAxVhpajJUCg7FSYDFOGhyjOVZiMmkIfPTRR+KMM84Qer1e6HQ6UVhYKB5//HGf4EgIIc4//3wBQFx//fV+51i7dq03a+j5oxmtDAaDcDgc3e4/77zzvE8nO7rpppsEALFgwQK/Mhs3bvRm5Ttncx966CEBQEyYMMHvd1ZeXi4UCoUAILZv3z6Auxq+XnjhBe+T4auvvrrbN0e2b/88++yzAoCYP39+n9+42cZ9ZzKZvF9Gi4uL/fY3NTUJSZIEALFv3z7vdrZxz3p6D/AY6jZ85513vJ+Pra2tPvtaW1tFbGysACDef//9/t4uDSHGSoOLsdLQYqwUGIyVAodxUuCMpliJyaRhwmAweLvGbtmyxW+/3W4XkZGRAoD4/PPPg1DD0PHYY48JACIvL8+7ze12e7vDvv32212Wy8vLEwDEP/7xD5/tnq61nbvZe5x77rkCgLjzzjsH7yaGibq6OhETEyMmTpwo7HZ7t2+ObN/+87THhg0b+nQ827h/mpubvU/ejUZjl8d4Pjg9QRTbuHe9BUjBaMPly5cLAOIXv/hFl+VuvPFGAUBcdtllvd0eDXOMlQYPY6XBw1gpcBgrBQ7jpMAZTbESJ+AeJnbu3Am73Q6NRoNp06b57VcqlZg5cyYAYMuWLUNdvZDimbBMq9V6t1VUVKC6uhoAMGfOnC7LebZ3bF+n04nt27f3u9xI8dvf/hZNTU145plnoFQquz2O7ds/hw4dwoEDBxATE4NTTjkFH374Ia644gqceeaZWL58OV588UXYbDafMmzj/omKikJ6ejoAYNOmTX77Dx48iMbGRkRFRfksT842HphgtOH3339/QuUo9DBWGjyMlQYPY6XAYKwUWIyTgmckxUpMJg0Thw4dAgBkZGRAoVB0eUx2drbPseRPCIF3330XgO8/Fk+bqdVqpKSkdFm2q/YtKyuDw+Hw2d+XciPBl19+ibVr1+KKK67Aaaed1uOxbN/+8XwQ5OXl4corr8TixYuxdu1afPXVV3j77bexatUqTJkyBeXl5d4ybOP+86yi8fOf/xzvvfceGhsbYTAY8Pnnn2Px4sWQJAkPPfQQNBoNALbxYBjqNrTb7aioqOhTuY7XoNDEWGlwMFYaPIyVAoexUuAxTgqOkRQrMZk0TDQ3NwMAoqOjuz3Gs89zLPl74YUXsHPnTqhUKvzmN7/xbve0WVRUFCRJ6rJsV+3b8f+7+92MxN+L1WrFjTfeCL1ej0ceeaTX49m+/eN5GvHDDz9g7dq1uO6661BWVgar1YovvvgC2dnZOHDgAJYsWeJd5ppt3H9XXXUV3nvvPcTFxeGSSy5BXFwcoqKicO6550KlUuHTTz/FqlWrvMezjQduqNvQYDB4/430Vs7tdqO1tbVP90HDE2OlwcFYaXAwVgosxkqBxzgpOEZSrMRk0jDh6W6sUqm6PUatVgMALBbLkNQp1OzYsQO//vWvAbRn2nNycrz7TrR9PeV6KjsSfy+rV6/G4cOH8Ze//AWJiYm9Hs/27R+TyQQAcDgcOPXUU/HCCy8gMzMTarUaZ555Jt5//31IkoTt27fjk08+AcA2PhFCCBw9ehSNjY2Qy+UYO3YsJk6cCJVKhT179uD5559HU1OT93i28cANdRv2p1znshR6GCsNHGOlwcNYKbAYKwUe46TgGEmxEpNJw4Sn+6Ddbu/2GM+44I7j26ldaWkpFi1aBKvVissvvxy33nqrz/4TbV9PuZ7KjrTfy/79+/Hwww9j2rRp+MUvftGnMmzf/ul4356gvqPCwkLMnz8fAPDZZ5/5lGEb992NN96I2267Denp6Th8+DAOHTqEvXv3orKyEueffz7WrVuH+fPnw+VyAWAbD4ahbsP+lOtclkIPY6WBYaw0eBgrBR5jpcBjnBQcIylWYjJpmOhL176+dO8ejWpqanD22WejuroaCxcuxJo1a/y6DHrarKWlBUKILs/TVft2/P/ufjcj7fdy0003wel04tlnn4VM1re3CLZv/3S8l7y8vC6PmTBhAoD2scsdy7CN+6aoqAgvvPAClEol3nrrLWRlZXn3JSQkYO3atYiLi0NxcTHeeecdAGzjwTDUbajX673vU72Vk8lkiIyM7NN90PDEWOnEMVYaXIyVAo+xUmAxTgqekRQrMZk0THScJd/pdHZ5zNGjR32OJaCpqQlnn302jhw5gtNOOw3vvvtulytpeNrMZrPh+PHjXZ6rq/bNysryns+zvy/lQtnOnTshSRJ+9rOfISkpyefn7bffBgA8+OCDSEpK8q6aw/btn9zcXO//d+xW2pFnu+dpENu4fzZu3AghBMaPH+9draSjyMhInHTSSQCAbdu2AWAbD4ahbkOVSoWMjIw+let4DQpNjJVODGOlwcdYKfAYKwUW46TgGUmxEpNJw8TUqVOhVCphtVqxY8cOv/0OhwM//PADAGDWrFlDXb1hyWg04vzzz8eePXswc+ZMfPTRR912y8vIyEBSUhKA9jfPrni2d2xfhULhXX64P+VCncvlQm1trd+PZ8yt0WhEbW0t6uvrAbB9+2vq1KneLqe9vamnpqYCYBv3V1tbW6/HeJ4Gef6u2cYDF4w29Lwe7W0/GjBW6j/GSoHDWCmwGCsFFuOk4BlRsZKgYeO8884TAMT111/vt2/t2rUCgIiNjRU2my0ItRterFarOOOMMwQAMWnSJNHY2NhrmV/84hcCgFiwYIHfvo0bNwoAQqlUiurqap99Dz74oAAgJkyYIJxOp8++8vJyoVAoBACxbdu2gd1UCLj66qsFAHH//ff77WP79s/FF18sAIjLL7/cb191dbXQarUCgHj99de929nGfffee+9526OiosJvv8FgEHFxcQKAePzxx73b2cY96+k9wGOo2/Dtt9/2fj62trb67GttbRWxsbECgHjvvff6e7s0DDFW6jvGSsHBWGnwMFYKHMZJgTOaYiUmk4aRDRs2CEmShEwmE2+88YZ3+65du0RiYqIAIB588MEg1nB4cDqdYvHixQKAyMnJEcePH+9TuaNHjwqVSiUAiIceeki43W4hhBBlZWUiNzdXABC/+MUv/Mp1fDO9+eabhd1uF0II0dDQIObMmSMAiPPOO2/wbnAY6+nNke3bP7t27RJyuVzIZDKxZs0a7/bm5mZxzjnnCAAiOzvb5wsR27jv2travPd8yimniNLSUu++2tpasWjRIgFAaDQacezYMe8+tnHP+hIgDXUbOp1OkZeXJwCIJUuWCJPJJIQQwmg0iiVLlggAIj8/X7hcrsFoAgoyxkp9w1gpeBgrDR7GSoHDOClwRlOsxGTSMLN69WoBwPvmWFBQIGQymQAgFi5c6JeBHI3eeOMNbxuNGzdOzJkzp8ufSy65xK/sK6+84m3P1NRUMXXqVKFUKgUAMX36dGE0Gru85hdffCE0Go0AIOLj48X06dOFTqcTAERWVpZf1nik6u3Nke3bP88++6yQJEkAEBkZGWLGjBne+46LixM7d+70K8M27rtPP/3Ue89yuVyMGzdOTJw40fvhrVAofIJTD7bxTzZs2CBiY2O9P2q1WgAQOp3OZ3vnp5pD3Ya7d+8W0dHRAoDQ6/Vi+vTpQq/XCwAiJiZG7N27d9DbhoKHsVLvGCsFD2OlwcVYKXAYJw2O0RwrMZk0DH300UfijDPOEHq9Xuh0OlFYWCgef/xxBkc/evnll70BUk8/mZmZXZbfuHGjWLRokYiJiRFqtVrk5uaK++67T1gslh6vu2fPHrF8+XKRkJAgVCqVGDNmjLjllltEU1NTAO5yeOpLpp3t2z/ffvutuOCCC0RcXJxQqVQiKytL/PKXv/R5CtQZ27jvDh48KK6//noxduxYoVarhUqlEpmZmeLKK68U27dv77Yc27jd+vXr+/R+2/GJpsdQt2FFRYW47rrrRGpqqlCpVCI1NVWsWrVKVFZWDqQJaJhirNQzxkrBw1hp8DFWChzGSQM3mmMlSYhu1qMjIiIiIiIiIiLqhKu5ERERERERERFRnzGZREREREREREREfcZkEhERERERERER9RmTSURERERERERE1GdMJhERERERERERUZ8xmURERERERERERH3GZBIREREREREREfUZk0lERERERERERNRnTCYREREREREREVGfMZlERERERERERER9xmQSEfXbfffdB0mScN999w3ZNbOysiBJEsrKyobsmkPh9NNPhyRJ+Prrr4NdlQF75plnIEkS3nrrrSG/tsvlwvjx45GdnQ273T7k1yciIuqIsdLgYaw0OBgr0WBjMolokG3cuBHXX3898vLyoNfroVarkZqaikWLFuHFF1+EyWQKdhWHnQ8++AD33Xcfdu3aFeyqnBBJkvr9c/rppwe72oPKaDTiz3/+M/Ly8nDppZcO+fXlcjnuvPNOlJaW4tlnnx3y6xMRUd8xVuo/xkqhj7ESjTSKYFeAaKQwm8245ppr8M477wAANBoNcnJyoNVqUVVVhU8++QSffPIJ7rnnHnz++eeYPHlykGs8fHzwwQd45ZVXkJWVhSlTpnR5TE5ODjQaDZRK5dBWrg/mzJnjt81gMGDPnj3d7vf8/jMyMpCbmwudThfYSgbY3//+d9TW1uLBBx+ETBac5xRXXnkl7r33XqxevRrXXXcdwsLCglIPIiLqGmOlE8dYibHSYGCsRIOJySSiQeBwOLBgwQJs3LgRSUlJePDBB7F06VJotVrvMfv27cOTTz6Jl156CUeOHGGA1E9ffvllsKvQrQ0bNvht+/rrrzF//vxu93u8+uqrAavXUHG5XHjuueeg0+lwySWXBK0eCoUCl19+OR588EG89dZbuPbaa4NWFyIi8sVYKfAYKw1fjJVoJOIwN6JB8Kc//QkbN25EYmIiNm/ejKuuusonOAKAiRMn4rnnnsP69euRkJAQpJoSDb6PP/4Yx48fx89+9rOgP+Favnw5AODFF18Maj2IiMgXYyUazRgr0UjEZBLRABkMBjz55JMAgMcffxxZWVk9Hj937lyccsopfts/+eQTnHvuuYiLi4NarcaYMWNw0003obKyssvzdJxkcf369TjvvPMQFxfnM0GhZ8w5ALz33nuYN28eoqKi/CZnbGpqwh//+Efk5+cjLCwMERERmD17Nl544QW43e4+t4XL5cKHH36In//855g0aRL0ej10Oh0mTJiA22+/HQ0NDT7Hl5WVQZIkvPLKKwCAa665xmesfMdJK3uaVNLhcOCpp57CSSedhMjISISFhaGwsBB/+ctfYDab/Y73XNfzu3r99dcxY8YM6HQ6xMTEYOnSpTh69Gif73sguptUcuXKlZAkCWvWrEF5eTmuuOIKJCYmIjw8HCeffDL+97//eY/dvXs3lixZgoSEBOh0OsybNw/ff/99t9d0Op147rnnMHfuXERFRUGj0SAvLw933XUXWltb+30Pb7/9NgBg4cKFXe7veC8lJSVYtmwZEhISoNVqMXXqVPzzn//sspwQAq+++qr371alUiEpKQnTp0/H7bffjmPHjvmVmTJlClJTU/H999+joqKi3/dCRESDj7HSTxgr9R9jJcZKNEwJIhqQtWvXCgAiPj5eOByOEzrH73//ewFAABBpaWli+vTpQqfTCQAiOjpa/PDDD35lMjMzBQDx17/+VchkMhEdHS1mzpwp0tLSxPr164UQwnvOBx54QAAQiYmJYubMmSI+Pl6UlpYKIYTYs2ePSE1NFQCESqUSEydOFDk5OUKSJAFAXHLJJcLtdvtc+9577xUAxL333uuzvbKyUgAQMplMJCcni2nTpom8vDyh0WgEAJGVlSVqamq8x1dXV4s5c+aIhIQEAUCMGzdOzJkzx/vz0ksv+d2vp94eZrNZnHHGGd57nTBhgigoKBAymUwAEFOmTBENDQ0+ZUpLSwUAkZmZ6W37zMxMUVhYKNRqtQAgkpOTRX19fT9/kz9Zv369t049Oe200wQA7+/M4+qrrxYAxD333CPi4uJEWFiYmD59uoiLixMAhEKhEF9++aX47rvvRFhYmIiKihLTp08Xer1eABA6nU7s2bPH73oGg0HMmzfP+3vKzMwU+fn5QqVSeduvtra2X/ealpYmAIiDBw92ud9zL3/4wx+EXq8XarVaTJs2zfs7BSB+9atf+ZX73e9+592fkZEhZs6cKcaMGeOt67p167q83kUXXSQAiNdee61f90FERIHBWOknjJV+wljJ/14YK1EoYTKJaIB++ctfCgBi8eLFJ1T+o48+8n7gvf76697tBoPB+0aflZUlzGazTznPh4tcLhd/+tOfvMGZ2+0WVqtVCPFTgKRSqcTzzz/vDXQcDodwOBzCaDSKnJwcAUDcfPPNwmAweM+/d+9eMWnSJAFAPP300z7X7i5AamlpEWvWrBGNjY0+25ubm8X/+3//TwAQK1eu9GsDzwfoyy+/3G07dRcgeT5EU1JSxPbt273bDx06JPLy8gQAcemll/qU8QRICoVCREZGik8//dS7r7q6WhQUFAgA4o477ui2Pr0ZrABJqVSK5cuXi9bWViGEEC6XS9x0000CgCgsLBRZWVnilltuETabTQghhNVqFRdccEGX9y2EEMuXLxcAxJlnnimOHDni3d7U1CQuvvhib1DcV+Xl5QKAiIiI8AukO9+LQqEQ8+fPF3V1dd597777rlAqlQKA+Pjjj73b6+rqhEwmE3q9XmzYsMHnfBaLRbz55puiqKioy+v99a9/FQDEDTfc0Of7ICKiwGGs9BPGSj9hrOR/L4yVKJQwmUQ0QIsXLxYAxG9/+9sTKj9nzhwBQPz617/222cymbxPVzo+eRLip4Dhggsu6PbcPT3JEEKIJ598UgAQF110UZf7i4qKhCRJIjs722d7dwFSb9LT04VOp/N7KnmiAZLBYPA+lezqycvWrVsFACFJkjh8+LB3uydAAiAeffRRv3L//ve/BQBRUFDQr/vraLACpOTkZGEymXz2tbS0eJ9gTp061S8wOXDggAAgIiMjfbYXFRV5nyx6Aq6OTCaTSE9PF5IkibKysj7d57fffut9Utodz72o1WpRXV3tt/+WW24RAMS8efO82zZv3tzj32ZPXn75ZQFAnHvuuf0uS0REg4+xUt8xVvLHWImxEg1PnDOJaIDa2toA4IQm0zMajdi8eTMA4Fe/+pXffp1Oh1WrVgEA/vvf/3Z5jquuuqrX63R3zPvvvw8AuO6667rcX1BQgKysLBw9erTLMdfd+eqrr/Db3/4WCxcuxLx58zB37lzMnTsXBoMBZrMZhw4d6vO5erJhwwaYzWZkZGTgwgsv9Ns/c+ZMnHzyyRBC+Iyb76irVSxmzpwJAEM2F0BPLrvsMr+lcPV6PcaMGQPgp7kTOsrNzYVWq0VraysaGxu929etWwcAuPTSSxEREeF3LZ1Oh7POOgtCCHz33Xd9qp9nboeYmJhej7344ouRlJTkt/2mm24CAGzcuBEmkwkAkJ6eDgDYsmVLv8fze+pSX1/fr3JERBQYjJX8MVYaPIyVGCtRcCiCXQGiUOf5oPG8sffH4cOH4Xa7oVarkZ2d3eUxkyZNAgCUlJR0uX/ChAm9Xqe7Y3bv3g0AuOeee/DXv/61y2M8H4BVVVVIS0vr8Tp2ux3Lli3DBx980ONxTU1NvdS4bzxtkpeX5xckeEyaNAmbN2/usv3i4uKg1+v9tntWkDEajYNSz4HIycnpcnt8fDz279/f4/6KigoYjUbExsYC+On3vW7dOmzatKnLcuXl5QDaf999YbVaAQBqtbrXY7v7O8zOzoZarYbNZsORI0dQUFCA1NRULF26FO+++y7Gjh2L+fPn4/TTT8epp56K2bNnQ6Ho/uPLszqQxWLp0z0QEVFgMVb6CWOlwcdYibESBQeTSUQDlJqaCgAoLS3td1nPB3B8fHy3H/CJiYkAfnqq11lfnvJ1d4zBYAAAbN++vddz9OXD5oEHHsAHH3yApKQkPPTQQ5g3bx6SkpK8H55z587Fxo0b4XA4ej1XX3jar6flg3tqv+7aRSYbPp02Oz9p8/D8vfS2Xwjh3eb5fR8+fBiHDx/u8bp9DS48T7ZaWlp6Pba735MkSYiPj8exY8d8fk+vvvoqJk6ciBdffBH//e9/vU+c4+Pjcfvtt+OWW27p8nflCcDj4uL6dA9ERBRYjJV+wlhp8DFWYqxEwTF83gWIQpRn6dpNmzbB6XT2q2x4eDiA9i6mHT/IOqqtrQWALrvaDpTn+ocOHYJon0Ot25/TTz+91/OtXbsWALBmzRpceeWVyMzM9HkK093SvQOtf11dXbfHBLL9Qo2nvV544YVef98dlxruiSfo6csT1O66UgshvPs6/p40Gg3uu+8+HDt2DPv378c//vEPXHDBBWhsbMRtt92Gxx57rMvzeeoSHx/fp3sgIqLAYqz0E8ZKwxtjJaK+YzKJaIDOP/98hIeHo66uDv/617/6VXbs2LGQyWSw2Wzdjjnfu3cvAGD8+PEDrmtnEydOBADs2bNnUM5XVlYG4KegsaPGxsZuuwN396SxN5422b9/f7cBZiDbL9QM9u8baO+OrVKpUFVVhdbW1h6P3b9/f5fbS0tLYbPZIJPJuu2KnpeXh+uvvx7//ve/8cwzzwBoD/S6sm/fPgDAtGnT+nobREQUQIyVfsJYaXhjrETUd0wmEQ1QVFSUd0LI3/zmN94goTsbN270jsEODw/3BhNPPfWU37EWiwUvvvgiAOCcc84ZxFq3u/jiiwEATz75ZLcBRn94xl97nnB19Oijj8LlcvVYrr/jtufOnQudTofKykp8+OGHfvu3bduGzZs3Q5IknH322f0690h00UUXAQBef/11n8kmB0Kj0WDGjBkQQmDHjh09Hvvee+91+bfhCXjmzJnTp6EIs2fPBgAcP368y/1bt24FAJx66qm9nouIiAKPsdJPGCsNb4yViPqOySSiQXDffffh5JNPRm1tLU4++WS89tpr3sn2PEpKSvDLX/4Sp59+uk9X4zvuuANA+4fEG2+84d3e1taGq666CvX19cjKysLy5csHvd433HADsrOzsX79eqxYsQLV1dU++41GI9555x3ccsstfTrf3LlzAQC/+93vvGP0hRB49dVX8cgjj0Cj0XRZzjOh5rffftuvQC0yMhK/+MUvAAD/7//9P+zcudO778iRI7j66qsBtK/I0d1TnNFkxowZuPTSS9HY2Iizzz7bp70AwOVy4euvv8aKFStgs9n6fN4FCxYAaF8xpiculwsrVqzwTlQKtE9w6flycNttt3m3f/nll7jtttu8T848jEYjHn74YQBdP00zGo0oKipCVFQUTjrppD7fAxERBRZjpXaMlYY3xkpE/SCIaFC0tbWJJUuWCAACgNBqtSI/P1/MnDlTpKamerenpaWJ3bt3+5T9/e9/792fnp4uZsyYIcLCwgQAER0dLbZu3ep3vczMTAFAlJaWdlsnzzl7sn//fjFmzBgBQMhkMjFhwgQxa9YsMX78eCGXywUAMWvWLJ8y9957rwAg7r33Xp/t27ZtE2q1WgAQkZGRYvr06SIlJUUAEFdeeaU47bTTBACxfv16n3KHDx8WKpVKABCZmZni1FNPFaeddpp4+eWXe71fs9ks5s+f773XiRMnisLCQm/dCwsLRUNDg0+Z0tJS77UG0nY9Wb9+fZ/O0V2bXH311QKATxv0pZxHd+3V1tYmzj77bG/dMjIyxKxZs8TkyZOFVqv1brdYLH28UyHKy8uFTCYT+fn5Xe733Mudd94p9Hq90Gg0Yvr06SIrK8t7vZtuusmnzLp167z74uPjxYwZM0RhYaHQ6XQCgNDr9WL79u1+13r99de7PB8REQUfYyXGSh0xVvK/F8ZKFErYM4lokISHh+Nf//oXvv32W1x77bVIT09HWVkZioqKIITAwoUL8dJLL6GkpAT5+fk+Zf/2t7/ho48+wtlnnw2j0Yji4mLExcXhxhtvRFFREWbOnBmweufl5aGoqAgPPPAAZs6ciaqqKuzatQt2ux2nnXYaHnnkEbz11lt9Otf06dPx7bff4uyzz4bb7caBAweQkJCAJ598Eq+88kq35XJycvDRRx/htNNOQ3NzMzZs2IBvvvmm127wQHu3788//xxPPPEEZsyYgfLycpSUlGDixIlYvXo1Nm3a5F3uldr/Tj/77DOsXbsW55xzDsxmM3bs2IGGhgYUFBTgjjvuwNatW7t9MtqVjIwMnHPOOdizZw+Ki4u7PW78+PHYunUrLrjgAlRUVKC6uhqFhYV4/vnn8fTTT/sce+qpp+LJJ5/EBRdcgPDwcOzbtw9lZWUYO3Ysbr/9dhw4cKDLp21vvvkmAOC6667rc/2JiGhoMFZirBQKGCsR9Y0kxCAM/iUiolFt48aNmDt3Lq699lrv3BUeK1euxCuvvIKXX34ZK1euDFgdDh8+jLy8PJxzzjn45JNPAnYdIiIiov5irEQjDXsmERHRgM2ZMweLFy/Gq6++ivLy8qDU4S9/+QuEEHjggQeCcn0iIiKi7jBWopFGEewKEBHRyPDII4+gsLAQlZWVyMzMHNJru1wujB07Fi+++CImT548pNcmIiIi6gvGSjSSMJlERESDIicnB/fdd19Qri2Xy/HHP/4xKNcmIiIi6gvGSjSScJgbERERERERERH1GSfgJiIiIiIiIiKiPmPPJCIiIiIiIiIi6jMmk4iIiIiIiIiIqM+YTCIiIiIiIiIioj5jMomIiIiIiIiIiPqMySQiIiIiIiIiIuozJpOIiIiIiIiIiKjPmEwiIiIiIiIiIqI+YzKJiIiIiIiIiIj6jMkkIiIiIiIiIiLqs/8PV33KsZ1VBWgAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "figure(figsize=(12,10))\n",
    "subplot(2,2,1)\n",
    "set_fig_properties([gca()])\n",
    "loglog(t, hac_ave_i, color='C3')\n",
    "loglog(t, hac_ave_o, color='C0')\n",
    "xlim([1e-1, 1e3])\n",
    "ylim([1e-4, 1])\n",
    "xlabel('Correlation Time (ps)')\n",
    "ylabel('Normalized HAC')\n",
    "title('(a)')\n",
    "\n",
    "subplot(2,2,2)\n",
    "set_fig_properties([gca()])\n",
    "for runkey in hac.keys():\n",
    "    plot(hac[runkey]['t'], (hac[runkey]['kxi']+hac[runkey]['kyi'])/2, color='C7',alpha=0.5)\n",
    "plot(t, ki_ave, color='C3', linewidth=3)\n",
    "xlim([0, 1000])\n",
    "gca().set_xticks(range(0,1001,200))\n",
    "ylim([0, 1500])\n",
    "gca().set_yticks(range(0,1501,500))\n",
    "xlabel('Correlation Time (ps)')\n",
    "ylabel(r'$\\kappa^{in}$ (W/m/K)')\n",
    "title('(b)')\n",
    "\n",
    "subplot(2,2,3)\n",
    "set_fig_properties([gca()])\n",
    "for runkey in hac.keys():\n",
    "    plot(hac[runkey]['t'], (hac[runkey]['kxo']+hac[runkey]['kyo'])/2, color='C7',alpha=0.5)\n",
    "plot(t, ko_ave, color='C0', linewidth=3)\n",
    "xlim([0, 1000])\n",
    "gca().set_xticks(range(0,1001,200))\n",
    "ylim([0, 1500])\n",
    "gca().set_yticks(range(0,4001,1000))\n",
    "xlabel('Correlation Time (ps)')\n",
    "ylabel(r'$\\kappa^{out}$ (W/m/K)')\n",
    "title('(c)')\n",
    "\n",
    "subplot(2,2,4)\n",
    "set_fig_properties([gca()])\n",
    "plot(t, ko_ave, color='C0', linewidth=3)\n",
    "plot(t, ki_ave, color='C3', linewidth=3)\n",
    "plot(t, ki_ave + ko_ave, color='k', linewidth=3)\n",
    "xlim([0, 1000])\n",
    "gca().set_xticks(range(0,1001,200))\n",
    "ylim([0, 1500])\n",
    "gca().set_yticks(range(0,4001,1000))\n",
    "xlabel('Correlation Time (ps)')\n",
    "ylabel(r'$\\kappa$ (W/m/K)')\n",
    "title('(d)')\n",
    "\n",
    "tight_layout()\n",
    "show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thermal conductivity results for pristine graphene at 300 K from EMD simulations. **(a)** Normalized HAC as a function of correlation time for the in-plane and out-of-plane components. **(b)** Individual (thin lines) and averaged (thick line) RTC as a function of correlation time for the in-plane component. **(c)** Individual (thin lines) and averaged (thick line) RTC as a function of correlation time for the out-of-plane component. **(d)** Averaged RTC as a function of correlation time for various components."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As the system is essentially isotropic in the planar directions, we only consider a scalar thermal conductivity $\\kappa=(\\kappa_{xx}+\\kappa_{yy})/2$ for the 2D system. However, we consider the *in-out decomposition* as introduced in [[Fan 2017]](https://doi.org/10.1103/PhysRevB.95.144309).\n",
    "From **(a)**, we can see that the in-plane component and the out-of-plane component of the HAC have different time scales. The latter decays much more slowly. \n",
    "Panel **(b)** shows the individual and averaged RTCs for the in-plane component $\\kappa^{\\rm in}(t)$. The averaged RTC converges to about 1000 W/m/K at around 100 ps. \n",
    "Panel **(c)** shows the individual and averaged RTCs for the out-of-plane component $\\kappa^{\\rm out}(t)$, and the convergence property is not very clear here. This is because the out-of-plane component converges very slowly and three independent simulations (each with 10 ns) are not enough to give accurate results. \n",
    "Summing up $\\kappa^{\\rm in}(t)$ and $\\kappa^{\\rm out}(t)$, we get $\\kappa^{\\rm tot}(t)$, as shown in panel **(d)**."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Discussion\n",
    "Accurately calculating thermal conductivity of graphene using the EMD method can be a very time consuming task. The results we presented here are from three independent simulations with a total production time of 30 ns. It can been seen that the HAC data already become very noisy when the correlation time is 100 ps. To obtain accurate results, one needs to do many independent simulations. Much more accurate data were presented in Fig. 2 of [[Fan 2017]](https://doi.org/10.1103/PhysRevB.95.144309). Here are the simulation parameters used in [[Fan 2017]](https://doi.org/10.1103/PhysRevB.95.144309) which differ from those used in this example:\n",
    "The simulation cell size used in [[Fan 2017]](https://doi.org/10.1103/PhysRevB.95.144309) is larger, which is about 25 nm x 25 nm (24000 atoms), instead of 15 nm x 15 nm (8640 atoms) here.\n",
    "The maximum correlation time used in [[Fan 2017]](https://doi.org/10.1103/PhysRevB.95.144309) is larger, which is 10 ns, instead of 1 ns here.\n",
    "The production time used in [[Fan 2017]](https://doi.org/10.1103/PhysRevB.95.144309) for one independent simulation is larger, which is 50 ns, instead of 10 ns here.\n",
    "There were 100 independent simulations in [[Fan 2017]](https://doi.org/10.1103/PhysRevB.95.144309), instead of 3 here. Therefore, the total production time used in [[Fan 2017]](https://doi.org/10.1103/PhysRevB.95.144309) is 5000 ns.\n",
    "Each independent simulation in [[Fan 2017]](https://doi.org/10.1103/PhysRevB.95.144309) took about 10 GPU hours (using Tesla K40) and about 1000 GPU hours were used to obtain the results shown in Fig. 2 of [[Fan 2017]](https://doi.org/10.1103/PhysRevB.95.144309).\n",
    "We see that the EMD method can be very time consuming. A more efficient method of computing thermal conductivity is the HNEMD method, which is discussed in HNEMD tutorial"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## References\n",
    "- [Fan 2017] Zheyong Fan, Luiz Felipe C. Pereira, Petri Hirvonen, Mikko M. Ervasti, Ken R. Elder, Davide Donadio, Tapio Ala-Nissila, and Ari Harju, [Thermal conductivity decomposition in two-dimensional materials: Application to graphene](https://doi.org/10.1103/PhysRevB.95.144309), Phys. Rev. B **95**, 144309 (2017).\n",
    "- [Lindsay 2010] L. Lindsay and D.A. Broido, [Optimized Tersoff and Brenner emperical potential parameters for lattice dynamics and phonon thermal transport in carbon nanotubes and graphene](https://doi.org/10.1103/PhysRevB.39.5566), Phys. Rev. B, **81**, 205441 (2010).\n",
    "- [Tersoff 1989] J. Tersoff, [Modeling solid-state chemistry: Interatomic potentials for multicomponent systems](https://doi.org/10.1103/PhysRevB.39.5566), Phys. Rev. B 39, 5566(R) (1989)."
   ]
  }
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